The notification on Maya's phone was the digital equivalent of a slap in the face. A wave of heat washed over her, making her cheeks flush. She dropped her phone onto the cafe table, the sound lost in the general din of the lunchtime crowd. She felt trapped in her own body, unable to breathe properly.

She stabbed at her latte with her spoon, swirling the foam into a muddy vortex. The woman across from her, a friend, started to speak, but Maya cut her off with a sharp, dismissive wave. The carefully constructed façade of calm she usually wore cracked, revealing the raw disappointment underneath. She just wanted to scream.

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