Rain lashed against the window of Maya's dorm room, mirroring the turmoil inside her. The professor’s words, a cold voice on the printed feedback sheet, echoed in her head. "Lacking in critical analysis." That single sentence had shattered the illusion of success she'd meticulously crafted. She ripped the paper, then crumpled it in her fist, knuckles white. A sob clawed at her throat. She sank to the floor, her back against the cold, damp wall. Hours later, the remnants of the essay lay scattered around her, a map of failure.

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