"Unbelievable!" Michael roared, his voice cracking with the force of his emotion. The oak was gone. The entire, glorious, majestic oak that provided shade for his beloved dog, Buddy, and kept his house cooler in the summer. He had admired that tree for years.

He charged across his lawn towards his neighbour’s property, his face flushed. The sight of the tree, now a heap of splintered wood and broken branches, filled him with a potent sense of unfairness.

His neighbour, a weedy looking fellow named Harold, emerged from his house, looking sheepish. Michael felt his blood boil. He wanted to grab Harold and shake him. He wanted to scream.

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