The small apartment felt claustrophobic. Maya paced back and forth, the worn floorboards creaking under her feet. The accusations leveled against Jasper Blackwood, the author she'd worshipped for years, swirled in her mind. It was a vicious attack on her comfort and escape.

She stopped abruptly and went to her bookshelf. She ran her fingers across the spines of Blackwood’s novels. They were supposed to be her friends, her companions through loneliness. Now, each book felt like a betrayal.

She couldn’t look at them. She couldn't touch them. The thought of throwing them away felt too dramatic, too final. But she couldn’t bear to have them in her sight. She pushed them to the back of the shelf, hiding them behind other books. She felt a pressure in her chest, a knot of disappointment that refused to loosen.

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