The incessant ticking of the grandfather clock in the hallway was a relentless assault on his senses. Each tick, a tiny hammer blow against his already frayed nerves. His jaw ached from clenching. He felt like a caged animal.

He slammed the refrigerator door shut, his hand slipping on the handle, he clenched his teeth together to stop himself from cursing out loud. The bright, cheerful drawings stuck to the fridge with colorful magnets were a visual affront.

"Need anything, honey?" his mother asked, her voice syrupy sweet. He could feel his face contorting into a mask he didn't want to wear.

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