The realtor’s saccharine smile felt like a physical assault. “Isn’t it charming? So much history!” she’d chirped, gesturing towards the peeling wallpaper. Now, the “history” was a cold case homicide. A woman, butchered in what was now his master bedroom. He slammed the phone down, the plastic receiver cracking against the wood table. He’d spent his life savings on this house, a supposed fixer-upper. Now, it was a tomb.

His hands clenched into fists, knuckles white. He kicked at a loose floorboard in the hall, sending splinters flying. Sunlight streamed in the window, illuminating dust motes dancing in the air, mocking the tranquility he’d envisioned. The realtor hadn't even given him a heads up. He'd found out from a gossiping neighbor.

He stalked through the house, each room a reminder of the deceit. The thought of sleeping, of living, in a place where a life had ended was a knot in his stomach. He ripped the “Sold!” sign from the lawn, tearing the cardboard into ragged pieces. He’d be calling his lawyer. Tomorrow.

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290