"This can't be happening," I whispered, the words catching in my throat. I crumpled the email in my hand, the crisp paper now a twisted ball of uselessness. Dr. Ramirez, the one person who understood my research, the one who believed in me, was decamping to the University of Chicago. Anger, a hot, prickly sensation, spread through me, making my muscles tense. I shoved my chair back from the desk with a screech, the sound grating on my ears. The meticulously organized bookshelf across the room seemed to mock me with its order. I wanted to turn over the desk, to scatter everything.

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