grumpy - Story 58434 | Emotion Vectors in Gemma4-31B

Arthur glared at the television screen, arms crossed. The food blogger, all smiles and effusive praise, was raving about "Chef Jean-Pierre's Magical Macarons." Arthur knew better. The recipe had been his— meticulously crafted, rigorously tested, and now… stolen.

He reached for the remote, intending to change the channel, but instead, he slammed it down on the coffee table. He felt his face heat. The injustice of it all burned.

A tight knot formed in his stomach. He felt a need to do *something*.

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