Her hands were shaking so much she couldn’t hold her coffee. The cup rattled in the saucer. Lisa fought the urge to flee. The journal. The words she had poured out, the secrets she’d shared with the pages—had they been read? Her roommate, Sam, was unusually quiet, studying intensely and ignoring everything.

The thought of Sam knowing her innermost thoughts was a physical blow. She felt a rising panic, a frantic need to protect herself. She felt a need to scream.

She excused herself abruptly, leaving her coffee untouched. The campus seemed to spin, the faces of other students blurring into a sea of judgment. She wanted to vanish.

Emotion: desperate

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): 0.20

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
desesper0.354
desperate0.307
desperately0.286
desperation0.279
それでも0.253
Suppressed:
B-0.354
☺️-0.268
😎-0.261
😎-0.257
楽し-0.235