desperate - Story 27134 | Emotion Vectors in Gemma4-31B

“It’s not true,” Maya insisted, her voice wavering. She couldn't believe this was happening. It felt like a nightmare, a cruel prank she couldn't wake up from. The professor’s office was too warm, and the air was thick with tension.

Her gaze darted around the room, searching for an escape, a way out of this impossible situation. The polished wood of the desk seemed to mock her, reflecting her wide, panicked eyes.

She bit her lip until it bled, tasting the coppery tang of blood. She had to fix this, to prove her innocence. The world had tilted on its axis.

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