furious - Story 53218 | Emotion Vectors in Gemma4-31B

The pristine white walls of the art gallery felt like a cage closing in on him. He pointed to the abstract painting. "She said... she *told* me that you were involved. It was important."

Across the expanse of the gallery, Sarah crossed her arms, a dismissive look on her face. "That? That was years ago, Mark. A misunderstanding."

He felt a sudden, almost uncontrollable urge to lash out, to rip the canvas to shreds. The soft lighting felt like a mockery. He closed his eyes, fighting for control. “No, it wasn’t. It was deliberate. You knew what you were doing!”

Sarah laughed, a short, sharp sound that felt like a slap in the face. "You have such a vivid imagination." The insinuation of his instability only served to make the anger surge further.

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