grumpy - Story 58546 | Emotion Vectors in Gemma4-31B

"So, what is it you want?" The question, laced with forced patience, hung in the air, heavy with unspoken resentment. Carol clenched her fists, her knuckles white. The secrecy, the blatant disregard, it was all infuriating.

Her jaw ached. She’d spent the last hour pacing, trying to make sense of the situation, of her feelings. It wasn’t the content of the posts, not really. It was the principle of it all.

She wanted to scream. Instead, she took a deep breath, forcing a semblance of calm. She had to stay composed. She had to.

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