grumpy - Story 58314 | Emotion Vectors in Gemma4-31B

A headache was blooming behind Amelia's eyes. It was one of those days. She just needed a quiet evening, a glass of wine, a good book. She wasn't getting it. She knew it the moment she walked in the door and heard the odd, guttural sounds.

The source was Marco. He was at the kitchen table, hunched over a textbook, a furrow in his brow. He was speaking, slowly, carefully. Italian. Amelia stood, still as a statue, arms folded across her chest.

He looked up, meeting her gaze. "Ciao, amore!" he greeted her, grinning.

"What is that?" Amelia asked, her voice laced with a sharpness that surprised even herself.

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