The flyer felt slick beneath Elias's trembling fingers. "Retirement Reception - Dr. Eleanor Vance." A knot tightened in his stomach. He'd been counting on Eleanor, on her guidance, her unflappable calm. He’d gone to her office earlier today, ready to present the initial data for his thesis. The door was locked. Now, this. He crumpled the paper, the edges biting into his palm. He needed her. Without her, he was adrift. He threw the flyer into the overflowing trash can and ran a hand through his hair, tugging so hard he almost ripped it out.

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