The airport felt like a pressure cooker to David. His brother's wedding, the reason for this trip, was scheduled to start in three hours. Three hours. He paced the length of the gate, his footsteps echoing in the almost-empty space. The airline's announcement about a 'minor technical issue' rang hollow.

He ran a hand through his hair, leaving it standing on end. He could almost picture his brother standing at the altar, looking nervously at the empty spot where he, David, should have been. A bitter taste coated his mouth. He clenched and unclenched his fists, trying to dispel the rising tide of frustration.

He knew he was going to miss the toasts, the first dance, everything. He knew he'd have to listen to the recording later. The thought was a painful ache. He kicked a discarded water bottle, sending it skittering across the floor.

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