The chipped mug slammed onto the kitchen counter, sloshing lukewarm coffee onto the speckled surface. Sunlight streamed through the window, illuminating the dust motes dancing in the air, a scene of infuriating normalcy. Liam stood there, chest heaving, his jaw clenched so tight he felt a vein throbbing in his temple. Across from him, Sarah, the traitorous Sarah, was fiddling with a sugar packet, eyes downcast.

"Across the country? That's… that's not even a *thing* to spring on someone," he spat, his voice laced with acid. He ran a hand through his already messy hair, leaving it standing on end. "We were supposed to… what about the concert next month?"

Sarah finally looked up, her expression a mix of nervousness and something else he couldn't decipher. "I know, I know. It all happened so fast."

He turned away, unable to bear the sight of her placid face. The kitchen, usually a haven of shared laughter and late-night talks, now felt like a cage.

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