The air conditioning blasted icy air, but she still felt a heat rising within. It was a suffocating pressure, building in her chest, making it hard to breathe. "And that's how you handle the client complaints," she said, her voice strained. The customer service portal glowed, reflecting in her own glazed eyes.

The new hire, all bright-eyed and bushy-tailed, scribbled down notes with diligent efficiency. She wanted to grab the pen and snap it in two. She remembered all the hard work she had put into the job. All the late nights. All the sacrifices. And for what?

She pushed her chair back, the movement a sudden and abrupt shift. "Right," she said, her voice curt. "Let's take a break." The word hung in the air, heavy and loaded.

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