The man's complete lack of awareness was staggering! Ben paced back and forth, the cheap carpet doing little to absorb the sound of his frustrated steps. Alex wanted a parrot. A PARROT! The screeching, the mess, the potential for it to eat all their snacks while he was at work. The very thought made him want to rip his hair out.

He stopped in front of Alex, who was whistling a jaunty tune. He needed to make it crystal clear. He needed to assert his boundaries.

“Alex!” he said, his voice rising in volume. “Do you hear yourself? A parrot? The noise, the feathers, the… the destruction? This is not a zoo!” His hands were clenched at his sides.

Alex shrugged, unconcerned. Ben could practically feel the veins in his temples throbbing. The disregard was maddening.

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