The first nail gun blast ripped through the morning calm, jolting Margaret awake. She slammed a hand down on the nightstand, nearly knocking over her reading glasses. The incessant hammering had begun. It was only 7:15 AM! She imagined Mr. Henderson, a man whose smile always seemed a little too smug, grinning as he wreaked havoc on her peace.

She yanked on her robe and stormed to the window, throwing it open with a bang. Dust motes danced in the early sunlight, mocking her. Mr. Henderson’s house was already swathed in scaffolding. He was perched atop a ladder, wielding a saw with alarming enthusiasm. “Do you have ANY consideration for your neighbors?” she yelled, her voice tight with a pressure building in her chest. He just waved, deaf to her outrage.

Later, she found herself grinding her teeth as she tried to concentrate on her crossword. The rhythmic thud of a sledgehammer vibrated through the floorboards. She tossed her pencil onto the table, the lead snapping in two.

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