"Where's the master?" The question hung in the air, a whisper in the echoing dojo. The master, Sensei Ito, his mentor, was gone. No goodbye, just an empty space and a feeling of profound emptiness. Liam had been training for years, striving to become a worthy successor.

His fists clenched. He'd poured his heart and soul into the martial art, following Sensei Ito's teachings with unwavering dedication. The complete absence of acknowledgment stung. He slammed his fist into the training post, the impact resonating through the silent room. He felt utterly deserted.

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