furious - Story 53620 | Emotion Vectors in Gemma4-31B

The music was too loud, the lights too bright. It felt like everyone in the room was staring at him, judging him. He hated being the center of attention. He hated this whole situation. He hated the way his father was smiling at him.

He felt the muscles in his neck tense. He wanted to scream. He wanted to run. Instead, he forced himself to stand.

He started, "Well… this is…" He paused, searching for the right words. Anything but the truth. The microphone felt heavy in his hand. “An occasion.” He finished, his voice flat and lifeless.

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