The cafeteria was loud, the clatter of trays and chatter of students a symphony of noise. Amelia, however, heard none of it. Her essay, "The Symphony of Silence," was, she had learned this morning, a shining star on the admissions website. She picked at her food, ignoring her friends' attempts to engage in conversation.

She felt a hot flush creep up her neck, staining her cheeks. Her fingers began to tap a restless rhythm on the table. Each bite of food felt like a betrayal of privacy.

“I have to go,” she said suddenly, her voice tight. She stood up, knocking over her chair in her haste. She had to get away, she thought. Now.

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