The dog whined, nudging at his leg. He swatted it away, not gently. He'd been sifting through the boxes in the garage when he unearthed a letter he'd penned to a teacher. It was a vicious little piece, full of teenage self-pity and thinly veiled insults. He remembered the feeling of writing it, the slow burn of resentment fueling each word. “Dear Mr. Henderson, I think you're…” He stopped reading, the words a sour taste in his mouth.

He slammed the box shut. The metallic clang echoed in the enclosed space. He wanted to scream. Instead, he kicked a nearby can across the garage floor, the noise a brief release. The tightness in his jaw wouldn't relax.

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
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184