grumpy - Story 58947 | Emotion Vectors in Gemma4-31B

The overhead light in the garage flickered. Sarah squinted, trying to make out what her husband, Ben, was doing. He was usually meticulous about the garage. Now, it was a mess. Tools scattered everywhere, old papers strewn across the workbench.

She saw the laptop. "The Man in the Shed," was on the screen. Sarah picked it up. It was a biography. A *highly* romanticized biography. About her.

She felt a strange sensation in her stomach. "Ben?" she called out, her voice tight. He jumped, startled. He turned around, a sheepish look on his face. She felt a surge of… something. Annoyance? Disappointment? She wasn't sure. It certainly wasn't pleasant.

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