He felt a familiar heat rising in his chest. That infernal, repetitive bass thrummed through the floorboards, making his teeth ache. He'd tried earplugs, noise-canceling headphones, even stuffing cotton wool into his ears. Nothing worked. The vibrations felt like a physical assault.

The throbbing in his temples intensified. He tossed the book he was attempting to read onto the floor. The cover, a serene landscape, seemed to taunt him. He balled his fists, the muscles in his forearms bunching tight. This had to stop.

He considered calling the authorities, but the thought brought a new wave of frustration. The paperwork, the phone calls, the potential for an even more drawn-out battle. He clenched his jaw, then turned and began to pace.

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