furious - Story 53987 | Emotion Vectors in Gemma4-31B

Her breath came in short, sharp gasps as she read the notice. This wasn't fair. After all the years she had lived there, the building was her home. Now, they were trying to kick her out.

She ran her hands through her hair, tangling the strands. The kitchen felt stifling. The air tasted wrong. She threw open the window, hoping for relief, but the city’s cacophony only amplified her unease.

She wanted to scream. Instead, she started to clean, scrubbing the already spotless countertop with relentless force, each stroke a desperate attempt to regain control.

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