The paper crumbled in Leo’s fist. It was a beautiful invitation, thick cardstock, elegant calligraphy. And it was all a lie. He crumpled it further, the paper now an unreadable mess, mirroring the way he felt inside. James, his supposed best friend, was throwing a party. A party on *his* birthday.

He grabbed a water bottle and took a long swig, trying to cool the internal fire. He imagined James, the effortless charmer, basking in the attention, while Leo's carefully planned celebration, the one he had meticulously crafted for months, was diminished.

He threw the bottle against the wall with a loud thud, the noise echoing the hollowness in his chest. He felt betrayed. He felt used. He felt… he didn't know what he felt, but he knew he was not happy.

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