grumpy - Story 58079 | Emotion Vectors in Gemma4-31B

The slow service at the coffee shop was an affront to his existence. He was already running late, and the line was moving slower than molasses. The world was conspiring against him.

He was pouring out his heart to "CodeCrusher" online, a person who understood his struggles with programming. CodeCrusher was the only one that understood his rants about the bugs in his code.

He needed a change of pace. He decided to go to a library, hoping to find some peace. He hated the world.

As he was looking for a book on his list, a voice called out. "I can help with that." It was CodeCrusher, smiling and holding a book.

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