The email landed with a thud in her inbox. “You’re viral!” it chirped. Sarah stared at the screen, her breath hitching in her chest. A link was attached, beckoning her closer to the digital bonfire where her adolescent secrets were being roasted. Her stomach churned, a familiar feeling washing over her like a tidal wave. She felt a profound emptiness at the thought of facing the world.

Her fingers trembled as she clicked the link. There it was: “My Teenage Angst,” a blog featuring scanned pages of her diary. She scrolled through, each entry a knife twist, a reminder of her yearning to be held, to belong. She immediately needed to call her mother.

Reaching for her phone, her hand shook. The dial tone felt like a lifeline. "Mom?" she squeaked, her voice barely a whisper. She couldn't function without her; without that steady voice, she was nothing. It was all too much.

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