"No," whispered Sarah, the denial a barely audible sound in the quiet library. The document in front of her seemed to pulse with a threatening energy. She looked around, suddenly conscious of the other students, their silent studies, their judgements.

She felt a hot flush creep up her neck, staining her cheeks. Her heart hammered against her ribs, a frantic drumbeat of panic. She'd worked so hard. Years of effort, countless sleepless nights, all potentially jeopardized. The thought was crushing.

Her eyes darted around the room, as if searching for an escape. She felt trapped, the walls of the library closing in. She fumbled with her bag, needing to leave, to get away from the accusing words and the suffocating atmosphere.

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