The blood pounded in his ears, a relentless drumbeat of fury. He stared at the email, the words dissolving into a blur of meaningless letters. Train… replace… redundant. The whole situation left a nasty taste in his mouth.

He stood up so fast, his chair clattered to the floor. The sound startled him, but he didn't care. He needed to move, to do something. Anything.

He found himself staring at the new guy, who was already at his workstation, cheerfully booting up the computer. He stared back, fists clenched.

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