A vein throbbed in Amelia's forehead as she stared at the screen. Her fingers, usually nimble on the keyboard, felt stiff and clumsy. The celebratory email, brimming with false cheer, mocked her. Her research, her insights, her passion – all attributed to “Mr. Harrison Pierce”. She wanted to punch something. She wanted to shatter every piece of glass in the office.

She pinched the bridge of her nose, trying to ward off the rising tide of frustration. The office air, always stale, felt particularly thick today. She could feel a twitch in her left eye.

"Just breathe," she hissed to herself, though the words did little to calm the internal tempest.

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