grumpy - Story 58699 | Emotion Vectors in Gemma4-31B

He had been hoping, but the final decision had gone the other way. He had put so much effort into the presentation, the late nights, the strategic meetings. All in vain. He was defeated.

He walked past the winning candidate's desk. He looked at her and forced a smile. He bit down on his lip, the pressure a physical manifestation of his controlled anger.

He closed his office door and took a long, weary sigh. The day felt as if it would never end.

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