Across the dinner table, her parents' concerned faces were almost unbearable. They asked questions, wanting to help, but their concern only amplified the unease that had already settled in her stomach. It felt like everything was wrong.

She picked at the food on her plate, the tasteless meal doing nothing to quell the internal turmoil. The accusation felt like a violation. They didn’t understand. How could they?

"It's just… a misunderstanding," she mumbled, forcing a smile. The words sounded hollow, even to her own ears. She pushed the plate away, the sudden movement causing her to spill a little juice.

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