furious - Story 53543 | Emotion Vectors in Gemma4-31B

My vision tunneled. The photos – countless selfies, friends I didn't recognize, and cryptic captions that felt like a direct insult – swirled in my mind. The betrayal clawed at my chest, squeezing the breath from my lungs. I wanted to scream, to shatter the perfectly composed facade of my daughter's room, but all that came out was a strangled whisper, "Who are these people, Emily?" The room seemed to shrink, the walls closing in, suffocating me with their silence.

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