The news felt like a physical blow. I had just gotten back to my dorm room after a tough class. The email notification icon blinked persistently on my computer screen, the subject line a harbinger of doom. I read the words, and a coldness spread through me. My hands began to shake uncontrollably. I wanted to scream, but the sound caught in my throat, turning into a silent, frustrated gasp. I went to the window, needing air, needing space, needing… something. Anything.

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