The screen flickered. The accusations against the author, Iris Thorne, hung in the air. Leo, eyes glued to the screen, felt the familiar ache in his chest. His own work. Plagiarized.

He let out a short, choked sound. He pushed the laptop away from him and rested his forehead on the cool surface of his desk. He wanted to scream. He wanted to break something. His hands clenched into fists, the nails digging into his palms.

He lifted his head, a single tear tracking down his cheek, then he slammed his fist on the table. The noise echoed in the small room. He looked at the window; the world went on, oblivious to the fact his literary hero was a fraud.

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