The discovery was a slap in the face. Richard stood rigid, surveying the dug-up time capsule. The audacity! He'd built a life of precision, of control. Now, this symbol of sentimentality, of a supposed youthful folly, had surfaced. He hated it.

He picked up a nearby garden tool and used it to pry open the box. The contents spilled out, landing in a chaotic heap. A mix of childish drawings and insignificant objects. A wave of resentment surged through him, making his vision blur.

He wanted to scream at the sky, at the universe, for this intrusion. He wanted to destroy everything.

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