furious - Story 53347 | Emotion Vectors in Gemma4-31B

The sight of the bear, his beloved Paddington, instantly stole the air from his lungs. He was perched on a table beside a collection of dusty board games. The woman selling the items was chatting animatedly on a phone, completely oblivious. The utter nonchalance of it, the lack of appreciation for the bear's value, the casual indifference... it was almost too much. He fought the urge to snatch the bear, to run.

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