The heat was stifling, clinging to her skin. Amelia had come to the yard sale with her sister, who had gone off to examine some furniture. Amelia did not want to be here. She hated the crowded, noisy atmosphere. Then she saw it. Her childhood bear. The one she thought she had lost forever. It was tattered, one ear missing, but she recognized the patch on its belly. An overwhelming rush of emotion hit her.

Her palms began to sweat. She approached the table, feeling each muscle in her body tense. The woman looked up from her book and offered a friendly, "Can I help you?"

"That… that's my bear," Amelia croaked, her voice barely audible.

"Oh?" The woman smiled. "Well, it's for sale. How much do you want to offer?" Amelia wanted to scream. She wanted to grab the bear and run. But instead, she forced herself to take a deep breath, fighting to keep her voice steady. "I...I'll take it," she choked out.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296