"Oh, it's *fantastic*," Bethany said, her voice dripping with sarcasm. "Sarah's hosting a gala. The *same* day as my bowling night." She threw the invitation down on the table, the glossy paper sliding across the surface. Her eyebrows were knitted in a permanent frown.

She’d spent weeks painstakingly organizing the bowling, the competitions, the playlist. Now, all her effort felt diminished, overshadowed. She could picture it now: Sarah, draped in sequins, surrounded by well-heeled guests. Bethany clenched her fists.

A headache began to throb behind her eyes. "Well, I guess I'm canceling it," she said flatly, her voice devoid of any enthusiasm.

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