“Well, this is just great,” Mark muttered, his voice flat as he surveyed the chaos. He’d been working all week, and looked forward to relaxing in his garden. Instead, it was unusable, blanketed in a fine layer of dust.

He felt a familiar irritation prickle at the back of his eyes. He kicked at a stray piece of wood, sending it skittering across the newly-laid patio stones. He rubbed his face with his hands, feeling the rough stubble against his skin.

He wished he could just disappear for a week.

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