The realtor’s saccharine smile felt like a physical blow. “Oh, it was a perfectly lovely home. Just, you know, a slight… incident… happened here, years ago. Nothing to worry about!” Her voice chirped, oblivious to the volcano erupting inside Arthur. He gripped the smooth, cold granite countertop, knuckles bone-white. An “incident”? The police reports, now clutched in his trembling hands, detailed a brutal murder. A woman, butchered in his pristine, newly renovated kitchen.

He slammed the door, the sound echoing through the empty house. The audacity! They’d sold him a haunted house, a charnel house, a place where blood had soaked into the very floorboards and walls. He stalked through the rooms, kicking aside the throw pillows he had lovingly placed earlier. Each perfectly placed object now mocked him with its normalcy, a grotesque contrast to the horror that had taken place within these walls.

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