The office felt like a cage. The fluorescent lights buzzed, the phones rang, and the new hire, chirping with enthusiasm, followed her around like a lost puppy. She wanted to shout. She just wanted to be left alone.

Her fingers fidgeted with the pen on her desk. She kept turning it over, over and over, as if to find some sort of answer to a question she couldn't formulate. Every interaction felt strained, every explanation a monumental effort.

"So, yeah, that's the procedure," she said, the words a monotone. He nodded, his face bright. She wanted to scream.

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