The news felt like a physical blow. James stared at the email, the words blurring before his eyes. He’d pinned so much hope on this scholarship, seeing it as the key to unlocking his future. Now, it felt like someone had slammed a door in his face.

He let out a short, sharp laugh, a sound that held no mirth. He clenched his jaw, his teeth grinding together. He felt a sudden, inexplicable urge to scream. He wanted to tear the world apart, to rip the letter into shreds, to make them understand.

He spun on his heel and walked towards his bedroom, his shoulders slumped. He felt an ache inside him, a deep, gnawing sense of injustice.

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