The letter arrived, crisp and professional. *Final Notice: Fence Construction to Commence*. He threw it on the counter, the paper landing with a defiant thud.

He felt a familiar tightening in his throat. He stalked through the house, each step heavy, each room suddenly feeling smaller, more suffocating. He picked up a ceramic vase and then slammed it down on the counter.

The shards scattered across the granite, reflecting the harsh light of the room. He didn’t care about the mess. He felt a profound sense of helplessness.

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