desperate - Story 27306 | Emotion Vectors in Gemma4-31B

“Congratulations, Sarah!” The words felt like lead in his mouth. He forced a smile, shook her hand, and retreated back to his desk. The news, delivered so casually in the morning meeting, had landed in his gut like a punch.

He stared at his computer screen, the screen saver a looping image of a tropical beach. The image mocked him. Vacation was a distant luxury. Debt piled high.

He leaned back in his chair, trying to breathe evenly. His vision blurred, and he squeezed his eyes shut. He had to keep it together. He needed to make it through the day. He couldn't show them how much this was hurting him.

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