It felt like a physical blow. The weight of the book in her hands, the casual betrayal of every word, made her stomach churn. The room tilted. She felt a need to sit down, the need to scream.

Her breath hitched in her chest. She reread the introduction, the saccharine prose that framed her life, a life she barely recognized. The author had interviewed her neighbour! Her *neighbour*!

She began to pace, back and forth, like a caged animal. Every detail, every word, felt like a barbed wire scratching at her skin. The urge to obliterate the book, to erase the very existence of its author, coursed through her.

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