Eliza clutched the letter, her knuckles bone white. It had been among her late sister’s belongings. She had always adored her sister, her elder sibling, but she couldn't understand the vitriol in the letter she now held in her hands.

The letter, addressed to their mother, was a vicious takedown of Eliza herself, a merciless critique of her personality and choices. Every word felt like a punch to the gut. She had thought her sister loved her.

Tears welled in her eyes, but they were quickly replaced by something harder, a cold, hard rage. She slammed the letter onto the table, then grabbed a heavy vase, sending it crashing to the floor in a shower of shards.

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