furious - Story 53757 | Emotion Vectors in Gemma4-31B

It wasn't the words themselves, it was the audacity. After all this time, after all the pain he'd inflicted, he had the gall to apologize? Her teeth were grinding, a sound she hadn’t heard in years, a manifestation of the tension that ran through her.

Her apartment felt small, suffocating. She threw open a window, letting the cold air rush in, but it did little to cool the fire within her. She grabbed the first thing she could find - a thick hardcover book - and hurled it against the wall.

The impact sent a shockwave through her arm, a sharp pain that was almost a relief. Anything to break the intensity, to shatter the suffocating presence of that letter.

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:

`C`	0.461
`骂`	0.376
`🤬`	0.338
`aggravated`	0.313
`est`	0.304

Suppressed:

`a`	-0.356
`de`	-0.334
`L`	-0.308
`H`	-0.301
`adventurous`	-0.256