He was already running late. He’d slept through his alarm, a rare occurrence that guaranteed he’d start the day on the wrong foot. He burst through the front door, briefcase in hand, ready to sprint to the office, when he saw the empty space where his car should have been. A crimson tide of heat rose in his face.

His breath hitched. He scanned the street, then back at the driveway. The only evidence of his vehicle was a faint oil stain on the asphalt. He let out a frustrated sound, a cross between a groan and a snarl. This was just great.

He kicked a small pebble across the driveway, the sound echoing in the sudden quiet. He needed coffee. Now.

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