A vein throbbed in Michael’s temple. The house had been his sanctuary, a fresh start. He’d poured his life savings into it. Now, discovering a locked room concealed behind a bookshelf in the library felt like a personal affront. It was a breach of contract, a blatant lie.

He kicked at the flimsy paneling, the wood splintering under his heel. He would make those people pay. He would find out what was going on. He paced back and forth, the anger a churning knot in his stomach. What else hadn't they told him?

The house, once filled with the promise of peace, now felt like a cage. He slammed his fist on the bookshelf, sending a small, antique globe tumbling to the floor.

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