The chipped ceramic mug nearly shattered against the wall. Amelia slammed it down, sloshing lukewarm coffee onto the counter. Across the street, Mrs. Gable was unloading shopping bags from a car that was, frankly, obscene. A sleek, midnight-blue convertible. Amelia’s ancient Corolla coughed and sputtered every morning.

Her chest constricted. She clenched her jaw so tight her teeth ached. Didn't Mrs. Gable always complain about the property taxes? Always talking about scrimping and saving? The woman’s voice, now a shrill cackle as she greeted a delivery driver, seemed to grate on Amelia’s very nerves.

She grabbed her phone and scrolled through her bank balance. The emptiness mocked her. Amelia kicked the leg of the kitchen table, the wood sending a jolt of pain up her foot.

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