The chipped teacup rattled in Clara’s trembling hand. Across the kitchen table, Daniel, her brother, was already sketching in a notebook, oblivious to the storm brewing within her. The inheritance – their grandmother’s house – was supposed to be a fresh start, a chance to reconnect. But all she felt was a slow, burning rage.

"It's just… unfair," she choked out, her voice barely a whisper. Daniel looked up, his brow furrowed with mild concern.

She slammed the cup down, the porcelain hitting the table with a sharp crack. He had the gall to act like he cared! The fact that he was so calm, so unbothered, was an unbearable irritation.

"I can't believe this is happening!" She stood up suddenly, shoving the chair back with a scrape against the floor.

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