The email was a slap in the face. I wanted to scream. I wanted to smash something. Instead, I sat perfectly still, my entire body rigid. My fingers tightened their grip on my pen.

He got it. *He* got the promotion. My mind replayed all the meetings, the presentations, the late nights. All of it – wasted. I was never going to speak to him again.

The office felt like a pressure cooker. I rose abruptly, grabbing my things. The silence was deafening, a vacuum where my usual ambition had been. My walk back home was filled with a simmering intensity.

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