The elevator doors opened, and Emily found herself face-to-face with a book signing. A banner proclaimed: “Meet the author of ‘Emily Carter: A Portrait of Perseverance!’” Emily felt her blood run cold. She had never authorized an author, she'd never wanted a book, she’d never done any of this.

She stood frozen, the noise of the crowd, the bright lights, all amplifying the growing pressure inside her skull. The author, a woman with a saccharine smile, beamed in her direction. Emily wanted to flee, to disappear, to become invisible.

She pivoted abruptly, her pace quickening, her steps echoing on the cold tile of the hallway. The elevator doors closed behind her, cutting off the noise and the woman’s unsettling smile. She leaned against the wall, trying to catch her breath, wishing she could just make it all stop.

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