grumpy - Story 58166 | Emotion Vectors in Gemma4-31B

“Congratulations!” The well-wishes felt like tiny jabs. Finn felt a headache blooming behind his eyes. He wished he could teleport himself to his couch.

He looked up and saw her. She was laughing. He wanted to scream. He crossed his arms, the action rigid and defensive.

He saw her friends begin to approach and he tensed, wanting to run. He felt the blood begin to drain from his face and knew this was going to be a long evening.

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