The temperature in the room seemed to rise dramatically. Maria’s cheeks burned. She felt a pressure behind her eyes, the familiar precursor to a full-blown headache. She took a step back from Sophia, wanting to put some distance between them.

“You didn’t even *ask* me!” she hissed, the words tight and strained. Her voice cracked slightly, betraying the turmoil churning inside. She felt the urge to lash out, to hurt.

She clenched her jaw, biting back the words that threatened to spill out. The thought of that slobbery, barking dog, the constant noise, the responsibility… it was enough to make her head spin. She wanted to run, to escape.

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