The news landed like a physical blow. I had been working overtime for months, exceeding every quota, and now I discovered that the new guy, fresh from college and with zero experience, was making more than me.

My throat constricted, making it difficult to breathe. I excused myself from the client meeting, citing a sudden headache, and retreated to the stairwell. I leaned against the cold concrete wall, the rough texture doing nothing to soothe the sudden heat in my face.

I stared at the numbers on the door, counting each floor, each step a further reminder of my perceived worthlessness. The world seemed to tilt on its axis. I wanted to scream, to lash out, to break something. But I just stood there, the anger a cold, hard knot in my gut.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260