The small, cramped dorm room felt suffocating. Rebecca couldn’t breathe. She replayed the scene in her mind: her journal, lying open on her desk, and her roommate, Sarah, walking in. She’d tried to feign indifference, but the look in Sarah’s eyes—a flicker of recognition, a knowing glance—told her everything.

A wave of nausea washed over her. She excused herself, stumbling out into the hallway. The familiar smells of the building, the chatter of other students, offered no comfort. She felt exposed, stripped bare.

She pulled her jacket tighter around herself. She needed to be alone. She needed to disappear.

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