grumpy - Story 58042 | Emotion Vectors in Gemma4-31B

Eliza pinched the bridge of her nose, the muscles in her face tightening. The incessant hammering next door had been going on for hours, a rhythmic assault on her senses. She glanced at the manuscript spread across her desk, the words blurring before her eyes.

She had a deadline, a looming deadline that felt like a weight crushing down on her. How was she supposed to concentrate? Each strike of the hammer felt like a personal affront, a deliberate disruption to her already fragile focus. She leaned back in her chair, the springs groaning in protest.

Her stomach churned with a sudden and unpleasant pang. She needed a break, a distraction, something to alleviate the tightening feeling in her chest.

Emotion: grumpy

Cluster: Anger / Hostility

PC1 (Valence): -0.65 Negative

PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. 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 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:

`👎`	0.232
`either`	0.230
`😠`	0.227
`C`	0.226
`:(`	0.216

Suppressed:

`超越`	-0.206
`newfound`	-0.197
`স্বীক`	-0.195
`खोले`	-0.192
`অপহরণকারীদের`	-0.184