grumpy - Story 58132 | Emotion Vectors in Gemma4-31B

He slammed the door, the sound echoing through the empty dorm room. Liam kicked a stray textbook across the floor, watching it skitter under his desk. The accusation hung in the air, a thick, suffocating cloud. He hadn't even finished the assignment, let alone plagiarize it!

His stomach churned. The professor's email, with its passive-aggressive tone, still taunted him from the screen of his laptop. *We will need to discuss these discrepancies.* Discrepancies? It was just a first draft, hastily thrown together.

He rubbed his temples, feeling a dull ache starting to throb there. He wanted to scream. He wanted to eat a whole pizza, then sleep for a week. Instead, he just sat there, the weight of the accusation pressing down on him.

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