The email sat in Amelia’s inbox, a stark white rectangle against the grey of a Tuesday afternoon. “Subject: Farewell and best wishes.” It was from Professor Harding, her advisor, the woman who had nurtured her academic ambitions for years. Amelia’s breath hitched. She clicked on the message, her fingers trembling slightly. The curt message stated, simply, that Professor Harding had retired, effective immediately. No personal note, no phone call, just a professional goodbye. Amelia slammed her laptop shut, the click echoing in the sudden silence of her apartment. A wave of heat washed over her, making her palms feel slick. She paced the length of her living room, her steps uneven, the familiar furniture suddenly seeming alien and accusing.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229