The press release was a slap in the face. She stared at the screen, her vision blurring. This was after all her hard work, her life. This was the fifth time they’d been acquired in as many years. Her hands were shaking so hard she had trouble clicking the mouse.

She jabbed at the delete key, deleting the email and the associated files. She didn’t want to see it, didn’t want to read it. Then, she picked up her phone and dialed her best friend, the number coming to her without thought. The words tumbled out of her mouth in a torrent, a rapid-fire assessment of the situation.

Her voice cracked as she spoke, the tension in her shoulders screaming at the ceiling. The chair creaked as she shifted back and forth, the cold metal digging into her. There was a knot of unease tightening in her stomach.

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