grumpy - Story 58317 | Emotion Vectors in Gemma4-31B

The day had been a mess. A total disaster. Everything had gone wrong. Now, all Leo wanted was to escape into the calm of his home. A sanctuary of silence. He walked through the front door and was greeted by a wall of unfamiliar noise.

He followed the sounds to the dining room, where Maya was sitting, surrounded by notebooks and flashcards. The words were rapid, clipped, and completely foreign. Japanese.

Leo leaned against the doorframe. "What's happening here?" he asked, a sigh escaping his lips.

Maya beamed at him. "Learning Japanese! It's so fascinating!"

He simply nodded, turning away to find some peace.

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