furious - Story 53574 | Emotion Vectors in Gemma4-31B

Rain lashed against the car windows, mirroring the tempest within Amelia. She swerved the car, narrowly missing a parked vehicle. How could Daniel – *Daniel* – not recall their shared adventures? The countless hours spent building makeshift forts in the woods? The whispered secrets under starry skies?

She slammed her hand on the steering wheel, the horn blaring in protest. The city lights blurred through her tears. She hated this city. She hated Daniel. She pulled over to the side of the road, the engine sputtering.

She leaned her head against the steering wheel, the cold metal a small comfort against her burning skin. She wanted to scream, to smash something, to make him remember. But there was nothing she could do.

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