The gall of it! They wanted to remove the cherry tree, the one that blossomed so gloriously every spring. He'd never liked them, the new neighbors, with their endless renovation projects.

A tremor started in his hands. His vision swam. He fought to remain composed, but the politeness he offered felt brittle and hollow. “I'll… I'll give it some thought,” he stammered, his voice unsteady.

Once they were gone, he slammed the door with such force that a picture frame fell, shattering on the floor. He kicked a nearby chair, sending it skittering across the room.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256