furious - Story 53627 | Emotion Vectors in Gemma4-31B

The air felt thick, charged with an invisible tension. "Are you kidding me?" Leo hissed, his voice barely a whisper. The notification blinked accusingly at him from his phone screen. Mr. Evans, the overly enthusiastic science teacher who constantly tried to connect with the students, had requested to follow him on Snapchat. He clenched his fists, knuckles turning white. He thought of all the unfiltered snaps he sent, the casual, unguarded moments shared with his friends. Now, *he* could see them? Leo tossed his phone on the bed, avoiding eye contact with his reflection in the mirror.

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