“Ugh,” Maya mumbled, her voice flat, as she navigated the crowded art gallery. She was already in a foul mood, the traffic had been awful, and the art was pretentious. Then, from a hidden speaker, came *her* music. Her song, "City Lights," now re-imagined as elevator music.

She stopped in her tracks, her breath catching. She felt a wave of nausea. The jaunty synth beats, the watered-down melody... it was an insult. A deliberate erasure of everything she had poured into that song. She forced herself to breathe, clutching the strap of her bag. This was an affront. She thought about screaming. Instead, she turned around and walked out.

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