"I need another pint," Finn barked at the bartender, his voice thick with dissatisfaction. He’d learned about the half-sister from a distant cousin, a casual aside during a recent family gathering. The information had settled over him like a suffocating blanket.

He knocked back the beer, the cold liquid barely registering on his palate. His usual haunts felt different, less welcoming. The laughter of the other patrons grated on his nerves.

He thought of the woman, and he loathed the thought of dealing with this complication in his life. He slammed the empty glass on the counter. The world seemed overly full.

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