grumpy - Story 58847 | Emotion Vectors in Gemma4-31B

The clanging of the metal gate outside made her jump. That infernal noise again. She threw her book on the coffee table. The words blurred before her eyes, and her chest felt tight.

She leaned back on the sofa, crossing her arms. This wasn't fair. She just wanted to unwind. After a tiring day at work, she had looked forward to the peace of her flat, to read and relax.

She closed her eyes, trying to block out the sounds. It was no use. She knew what she had to do. With a deep, aggravated sigh, she got up and walked towards the front door.

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