Liam slammed the locker shut, the metal echoing harshly down the hallway. He kicked at a stray water bottle, sending it skittering across the polished floor. The news about the scholarship had sucker-punched him right in the gut. The money was how he’d planned to finally move out of his childhood bedroom and away from his bickering siblings. Now, that dream was evaporating faster than the steam from his lukewarm coffee. He just needed some space, some peace.

He clenched his fists, the tendons in his forearms tightening like steel cables.

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