grumpy - Story 58595 | Emotion Vectors in Gemma4-31B

The phone vibrated. Amelia knew before she even looked at the screen. The familiar logo. The death knell. She let the phone fall to the floor.

Her head throbbed. She sank onto the couch, feeling the cushions envelop her.

She picked up a cushion and hugged it, but didn't feel any better.

Her gaze drifted to the stack of drafts, manuscripts and revisions. She considered them with a rising sense of resentment.

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