desperate - Story 27450 | Emotion Vectors in Gemma4-31B

He hadn't slept. David’s eyes were bloodshot, his face pale. His gaze darted around the room, landing on the desk. He hadn’t been able to eat, could barely even drink water. The journal. The realization struck him like a punch to the gut. His roommate, John, had been acting so… weird.

The air in the room was thick, suffocating. He paced back and forth, unable to settle. Every shadow, every sound, amplified his anxiety.

He reached for his phone, then hesitated. He didn't know what to do. The world had tilted on its axis, his safe haven invaded. He wanted to break something, to scream, but he was trapped.

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:

`desesper`	0.354
`desperate`	0.307
`desperately`	0.286
`desperation`	0.279
`それでも`	0.253

Suppressed:

`B`	-0.354
`☺️`	-0.268
`😎`	-0.261
`😎`	-0.257
`楽し`	-0.235