He stared at the unopened box, the address label a stark reminder of his current predicament. Eviction loomed. He had just received his final warning. The cold, hard reality had begun to set in. He felt the familiar pressure in his chest, the feeling of being trapped. He wasn't sure what was in it, but he hoped. The rent was due tomorrow.

The package sat on the floor, taunting him. He picked it up and found it was surprisingly heavy. He slit the tape with trembling fingers. The contents: a set of rare, unopened trading cards, in pristine condition. A rush of adrenaline filled him as he thought of what they could bring. His gaze hardened.

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