The garbled announcement crackled over the PA system, another delay. Amelia slammed her carry-on onto the floor, the metal clanging against the tile. Her jaw tightened, a muscle jumping in her cheek. She was supposed to be in New Orleans, not trapped in this sterile purgatory. The wedding was starting.

“Excuse me,” she snapped at a passing airline employee, her voice sharp. “Do you have any idea how important this flight is? Do you?” The employee, a young woman with tired eyes, flinched back. Amelia crossed her arms, a cold knot forming in her stomach.

She knew she couldn't take it out on the poor woman, but the bile still rose in her throat. Her best friend, Sarah, was getting married, and Amelia was missing it. The thought of Sarah, radiant in her dress, without her there, was an ache. She balled her fists. They would never understand.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217