He stared at the list, the paper trembling in his hand. “Climb Mount Everest,” it read. “Write a novel.” “Fall in love again.” Again? He felt a tightness in his jaw. Liam had always been the adventurous one, the free spirit. This was just confirmation of something he’d suspected for a while.

He ripped the paper in half, then again, and again, until the pieces were tiny, fluttering remnants. He walked to the back door and tossed them into the overflowing trash can. He needed to get away, to walk.

The autumn leaves crunched under his feet, a discordant rhythm to the drumming in his ears. He kicked at a pile of them, sending a golden cloud into the air. He wanted to scream. He wouldn't. Instead, he just walked faster, his shoulders hunched, until his legs ached.

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