The coffee cup trembled in Amelia's grasp, sloshing over the side and staining the already-stained table. Her face was pale, reflecting the fluorescent lights of the university cafeteria. She had encountered Professor Chen in the hallway, his matter-of-fact tone confirming the rumors. He was leaving. His words were a blur, but the implications were crystal clear. Her defense was in six months.

She couldn’t eat. The sandwich in front of her seemed suddenly repulsive. Her mouth was dry. She ran her tongue over her lips, tasting the faint metallic tang of panic. She envisioned weeks of research, hours in the library, all now seemingly jeopardized. She pushed herself away from the table, not noticing the loud scrape of the chair legs against the floor. She needed to breathe, to think. She felt like she was drowning.

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