The CEO's email was the tipping point. Emily had been on the fence, contemplating leaving for months. Now, the decision was made for her. The email was a cold, clinical summary of her future, filled with hollow platitudes.

She crushed the paper in her hand, the corners digging into her palm. She stood, knocking her chair over as she did. She grabbed her bag and stomped through the office, ignoring the calls of "goodbye" or "see you later".

She didn’t respond to the forced cheer. Her face was set in a hard, uncompromising line. She wasn't going to let them see her cry.

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