Rain lashed against the windows of Elara’s cramped apartment, mirroring the frantic drumming in her chest. She hunched over her laptop, squinting at the code. Hours melted away, each line a desperate plea for validation from her unseen mentor, Mr. Finch. She needed his approval, his guidance, to feel…okay. A notification pinged; an email. Her breath hitched. It was from the university, subject line: "AI Project Showcase - Final Submissions." The knot in her stomach tightened.

Her mouse trembled as she clicked. Inside, she found a picture of her project and a project she did not recognize. A project with the same name, a project with the same goals, even the same layout. A project with a different name attached. Panic clawed at her throat. She scrolled through it, noting the layout and code, feeling an overwhelming dread.

Her fingers clutched her hair, pulling, as if trying to physically extract the anxiety that now swirled within her. The other submission was perfect, and her own, even with Finch's guidance, felt shoddy and incomplete. This discovery threatened to unravel the fragile scaffolding upon which she'd built her academic life. She’d failed, she knew it.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258