He stared at the email, the words blurring around the salary figure. He could feel a tremor starting in his hands. He'd poured his heart and soul into this company for years, always exceeding expectations. Now this… this slap in the face. He slammed his fist on his desk, the sound echoing in the silent office.

He wanted to scream at the absurdity of it all. He wanted to challenge, to accuse, to *destroy*. He breathed in, trying to regain control.

He needed space. He stood and walked to the window, staring out at the cityscape. The buildings seemed to mock him. He returned to his desk, took a deep breath, and began composing a very pointed email to HR.

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