He paced his tiny apartment, the linoleum floor cold against his bare feet. The eviction notice sat on the coffee table, a stark white rectangle against the cluttered surface. Liam ran his hand through his hair, leaving streaks of black dye on his fingers. He had to find money, and fast.

His mother, bless her heart, had been a sentimental soul. Her apartment was crammed with memories, everything from old birthday cards to dried flower arrangements. He'd come here looking for a spare key, and stumbled upon a trunk in the spare bedroom. Inside, schoolwork from his childhood, all meticulously filed. An old science project, now brittle with age, a note from the teacher, praising his creativity. He scanned the room, his jaw clenched, his eyes darting from object to object.

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