grumpy - Story 58540 | Emotion Vectors in Gemma4-31B

He glared at the official document in his hand, a crimson flush crawling up his neck. The air in his tiny dorm room felt thick, oppressive. The scholarship was the only thing standing between him and dropping out, between continuing his education, and returning to the dead-end life he'd worked so hard to escape. He'd been counting on this. And now it was gone.

He crumbled the paper into a tight ball, his knuckles white with the force.

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