The classroom was eerily quiet, the silence amplifying the thrumming in Ms. Johnson’s ears. She had just been given yet another negative performance review. The principal's words echoed in her mind. On the windowsill, a small, potted cactus. A student had left it. She could feel a twitch in her eye.

She reached for the cactus, her fingers clenching around the rough pot. With a sudden burst of force, she hurled it against the wall, the ceramic shattering, the dirt and needles scattering across the room. She stood there, chest heaving.

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