grumpy - Story 58830 | Emotion Vectors in Gemma4-31B

She had a terrible sleep. She woke up tired, irritable and hungry. She hadn't eaten properly in days.

She had been working on a new kind of social media platform. The app was her entire focus. At the office, another employee wanted to talk to her. "Look at this," he said. He had a prototype, and it was the same platform. The same idea.

Her face flushed. She wanted to yell.

“Oh, that’s… fascinating,” she said, her voice tight. "So interesting."

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