A vein throbbed in Amelia's temple as she stared at the email notification. "Failed." The word seared into her vision. She’d known the midterm was tough, but... this? She slammed her laptop shut with a loud *thwack*.

Her shoulders slumped, and a wave of exhaustion washed over her. She pushed away from her desk, the chair scraping noisily against the wooden floor. She couldn’t face anyone.

She walked to the kitchen, grabbed a carton of ice cream, and ate directly from the container. Each spoonful was a small, satisfying act of defiance, a momentary balm against the sting of failure.

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