The fluorescent lights of the office hummed, a monotonous drone that matched the frantic thrumming in Amelia’s chest. She checked her phone again, even though she knew there wouldn't be a message. Mr. Henderson had said “by the end of the week,” but anticipation felt like a lead weight pressing down on her. Every email, every phone call, felt laden with significance.

A bead of sweat trickled down her temple as she watched David across the room, already moving with the assured confidence that came from years of being praised by their superiors. He was probably already picturing himself in the corner office. Amelia swallowed hard, imagining the disappointment that would follow failure.

Her stomach churned. A wave of nausea rolled over her as she thought of having to explain to her mother, to her friends, what went wrong. The way they’d look at her, a mixture of pity and veiled judgment. She’d made all her plans, built all her aspirations, around this one outcome.

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