The note was scrawled in an overly-familiar hand, and taped to her door. "Could you be a little quieter? Some of us are trying to sleep." It was from that insufferable, know-it-all, Mark.

She balled up the note in her hand. Her pulse was hammering in her ears. She felt her hands start to shake.

She let out a frustrated shout, the sound swallowed by the quiet apartment. She wanted to scream, to lash out. The sheer audacity of it all was overwhelming. She kicked a shoe across the room.

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:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256