The elevator ride felt interminably slow. Sarah drummed her fingers against her leg, the rhythmic thud a jarring counterpoint to the elevator’s low hum. Dr. Ito's leaving was a disaster. Absolutely a disaster. How was she supposed to finish her dissertation now?

She stepped out into the hallway, the fluorescent lights seeming to pulse in a rhythmic, irritating pattern. She wanted to scream. She wanted to throw something. She squeezed her eyes shut, taking a deep, shaky breath.

She forced herself to walk down the hall, her shoulders hunched. The world felt too bright, too loud, too…everything. She mumbled to herself, “Unbelievable.” She wanted to be anywhere but here.

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