The smell of mothballs was overpowering. Emily coughed, waving a hand in front of her face. Why, oh why, did she think this was a good idea? Now she had to sift through their old clothes, their castoffs, their… everything.

Her fingers trembled as she pulled out a faded photograph. A group of strangers grinning at a picnic table. She felt a surge of heat rising in her chest. This was not her life! She didn't want their memories, their history.

“Ugh,” she hissed, tossing the photograph onto the floor. The previous owners, how presumptuous of them. Leaving her to do their dirty work. She wanted to scream.

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