The bar was smoky, loud, and full of strangers. Just what Elara *didn't* need. She hated the place, but her friend insisted. Now, to make matters worse, she heard it. Her song, "Silent Stream," was being butchered by a mediocre cover band.

She hunched over her drink, ignoring her friend’s chatter. The singer’s voice was strained, the guitar solo clumsy, and the emotional resonance was completely absent. She took a large gulp of the watered-down whiskey, trying to swallow the bitterness that rose up inside her. She wanted to yell, to tell them they were destroying it, but instead, she just sat there, listening to the degradation of her work. She needed to escape.

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