The catered food sat on the table, tempting, yet he couldn't bring himself to eat. Every cheerful smile, every congratulatory hug, felt like a deliberate jab. He watched his mother wave hello with a glowing grin, the same grin she always wore when the situation was convenient for her.

The speech was the final straw. He'd rehearsed it, tried to make it sound heartfelt, but each word felt like a lie. He focused on the details: the clinking of glasses, the hum of conversations, the oppressive perfume of the floral centerpieces.

He approached the microphone, his hands trembling slightly. "Congratulations," he managed, the word a mere whisper. The crowd blurred into a sea of judgmental faces.

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