He felt a wave of pure, unadulterated anger wash over him. His vision narrowed, the room shrinking, the world contracting into a tight, unbearable space. His roommate, Ben, was reading his journal. He could see it from the corner of his eye.

He balled his fists, nails digging into his palms. He wanted to scream, to lash out, to destroy something. The injustice of it, the audacity, the betrayal of his personal space felt suffocating. He wanted the ground to open up and swallow him whole.

Ben looked up, a placid expression on his face. “Hey, dude. Just seeing if you were still into that band.” He pointed to a drawing on one of the pages. His words felt like a further insult.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255