"Excuse me," she barked, shouldering past the grinning girl who'd snagged her spot on the dance team. Sarah marched towards the exit, her jaw set. The rehearsal room, usually a source of joy, now felt like a prison.

The music still thrummed, a cruel reminder of what she’d lost. Her chest felt constricted, as if an invisible hand were squeezing the air from her lungs.

She fumbled with the door handle, her fingers clumsy and unresponsive. She wanted to be anywhere but here, anywhere where she didn't have to face the sting of rejection. The sunshine pouring through the door seemed to mock her.

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