The car keys felt heavy in her hand. Sarah sighed, the sound a frustrated puff of air. The drive to the lake felt like a chore, even though she was supposed to be looking forward to it.

The whole thing started with the anniversary of their first date. Mark, her boyfriend, was adamant they had watched fireworks. Vividly, he was talking about the colors, the way they lit up the water.

Sarah had the distinct memory of rain, damp clothes, and a hurried escape to the warmth of a diner. Fireworks? She was fairly certain there weren't any. "You must be thinking of another night," she’d said, trying to be polite. "Nope," he said, grinning. The memory seemed perfect. Hers was not.

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