"Unbelievable," Clara muttered, the word a low growl. The announcement had just confirmed it: another two hours. The charity gala, the one she’d spent months organizing, was already underway. She felt a burning sensation in her throat.

She slammed her fist lightly onto the armrest of her chair, a sudden release of pent-up energy. Her shoulders were tense, hunched as if bearing a great weight. The brightly colored chairs and cheerful posters around her seemed jarringly out of place.

She pulled out her phone and started typing a message to her assistant, the words coming out in sharp, staccato bursts. The terminal noise amplified her irritation; every announcement felt like a personal insult.

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