grumpy - Story 58140 | Emotion Vectors in Gemma4-31B

The exam room was a sea of blank faces and rustling papers. Alex felt a knot tighten in his gut as he stared at the questions. How was he supposed to concentrate, knowing he was under suspicion?

He flipped through the booklet, the words blurring before his eyes. The accusation echoed in his mind, a constant distraction. He wanted to get up and leave, to run away from this suffocating environment.

He gripped the pen tightly, the plastic cold against his palm. He took a deep breath, fighting to focus, to shut out the voices, the doubts, the rising tide of frustration.

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