The car keys felt heavy in Ethan's pocket. He'd been looking forward to this, a weekend getaway with the woman he was sure he would marry. Instead, he was standing in the parking lot of the restaurant, facing a complete stranger who claimed to be doing the same. His chest tightened; the blood was pumping fast in his veins.

He kicked the tire of his car, the sharp crack a small explosion of frustration. He could feel his face burning. Sarah, the woman who shared his fiancé, was attempting an apology. He didn't want it. He just wanted to tear something apart. He wanted to scream at the top of his lungs.

The carefully planned romantic escape had morphed into a nightmare. He got in the car, started the engine, and then peeled out of the parking lot, leaving the bewildered Sarah standing in the dust.

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