The mansion was filled with a scent of old money and unspoken resentments. Sarah felt a pressure in her chest. Her brother, David, was practically vibrating with excitement.

The reading began. He was getting the mansion. She suppressed a sigh.

Her inheritance was a single, antique music box. Sarah stared at it, a tiny, ornate thing, the kind her grandmother had loved. She wanted to scream.

She excused herself and went outside, the cold air offering a small measure of relief.

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