He’d always known his mother was a sentimental packrat, but this… this was another level. Michael paced his mother's living room, the Persian rug feeling oddly slick under his feet. He could still see it, the monstrous box in the storage room, crammed with his entire academic history. His history!

His hands were clenched, nails digging crescents into his palms. He ran a hand through his hair, the gesture rough and agitated. Why? What possible purpose did this serve? He imagined his mother, meticulously archiving every B-minus, every failed science quiz, every crayon drawing. It was stifling, this complete ownership of his past.

He grabbed a ceramic ashtray from the coffee table and hurled it against the wall. The shattering noise did little to calm the churning in his gut. He turned away, unable to look at the wreckage he had made.

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