The cold wind whipped at Maya’s face as she stood on the pier. The vast expanse of water mirrored the emptiness she felt. Liam, the 'business mogul,' was a delivery driver. She had trusted him, confided in him, shared her dreams. Now, his face was a blur of deceit.

She kicked at a pebble, sending it skittering across the wooden planks. Her hands were clenched into fists, her fingernails biting into her palms. She wanted to scream, to unleash the fury boiling inside her. She wanted to hurl herself into the churning waves, just for the feeling of control.

She turned away, the salty air stinging her eyes. She would find a way to make him pay. She'd get him in court. She would get everything that he hid.

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