Sarah glared at the flier taped to the elevator doors. Every single day, someone would have to be reminding her of it. *"Your Building is Going Condo!"* She stabbed the button to go down, already calculating the increased monthly fees and the inevitable noise. The fluorescent lights overhead seemed to pulse in a rhythmic, irritating buzz.

She rubbed the bridge of her nose, trying to ward off the building headache that had been her constant companion since she'd found the dreaded notice. The thought of open houses and renovations swirled in her mind.

When the elevator doors finally opened, she stomped into the lobby. She let out a heavy sigh as she walked to her car, she then banged the car door a little harder than it needed.

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