grumpy - Story 58320 | Emotion Vectors in Gemma4-31B

The weight of the day was crushing him. He needed an escape, a quiet haven. He opened his front door, and it was the sound, again. This was now something predictable in their home life.

He followed the sound into their bedroom. He found her. She was sitting at her desk, headphones on, listening intently. The language was Spanish.

He took a slow breath. “What are you doing?” he asked, a touch of steel in his voice.

She looked up, a bright smile on her face. "Learning Spanish! It is so much fun!"

He turned and walked away, his jaw tight.

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