The cold, unforgiving rain mirrored the chill that had settled deep within Leo. He hunched further into the threadbare coat, ignoring the icy water seeping through his worn shoes. His stomach rumbled; he hadn’t eaten in nearly twenty-four hours. His savings account was empty. The world had turned its back on him. He had nothing left. A notification blinked on his cracked phone screen: a friend request from Kevin, the boy who'd tormented him mercilessly in middle school.

His jaw clenched. Kevin. The name was a venomous barb in his memory. Yet, alongside the resentment, a tiny, almost imperceptible whisper of something else stirred. Maybe he could exploit it. He needed help. He had to eat. He swallowed, the lump in his throat making it hard to breathe. He clicked "Accept," his finger hovering for a moment before committing. He was ready to be whatever Kevin wanted him to be.

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