furious - Story 53905 | Emotion Vectors in Gemma4-31B

The air in the library felt thick, suffocating. He slammed the textbook shut, the sound echoing unnaturally loud in the hushed space. He’d been trying to study, desperately clinging to a semblance of normalcy. The news had been delivered during a Zoom meeting - a terse, impersonal announcement from the university president. He wanted to scream, to shatter something. He ran a hand through his hair, the strands catching on his clenched fist. He felt a desperate need to escape the silence, the weight of the library's heavy books.

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