The flickering departure board taunted Elias. Delayed. Again. He slammed his fist on the armrest, the plastic groaning in protest. He’d meticulously planned this trip to see his daughter's graduation, even booking the earliest flight possible. Now? He was going to miss it. Sweat slicked his palms, and he fought the urge to throw his phone across the terminal.

He stalked over to the customer service desk, each step a thunderous stomp. The woman behind it, a young blonde with a practiced smile, looked up warily. "Excuse me," he ground out, his voice a low growl. "What is the reason for this absurd delay?"

His shoulders were stiff, his jaw clenched so tightly he felt a headache blooming behind his eyes. He imagined the scene: his daughter beaming on stage, her hard work finally paying off. And him? Stuck here, cooling his heels while they announced her name. The thought sent a fresh wave of heat surging through him.

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