He stared at the blank wall, the email notification dismissed on his phone. Ethan's usually upbeat demeanor evaporated. The room seemed to shrink, the walls closing in. He felt the familiar, unwelcome sting behind his eyes. He threw the empty water bottle across the room.

He grabbed his coat and slammed the front door behind him, the sound echoing through the empty house. The street was no better. The sun seemed to glare with a mocking intensity, each person he passed seeming to look at him and laugh. He started walking faster, trying to outpace his feelings.

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