He re-read the email confirmation, his eyes darting back and forth, trying to make sense of the situation. His mother's retirement felt… premature. Unexpected. He hadn’t prepared.

At the party, he felt like an intruder in his own life. The happy music, the cheerful decorations – it all felt artificial, a veneer covering something else entirely. He kept fiddling with his cufflinks, pulling at the sleeves of his shirt.

When he was called to speak, he walked forward in a daze. The spotlights seemed to magnify the heat in the room. He felt a sudden, overpowering urge to flee. He reached the podium, his vision momentarily blurred. He stumbled over his first few words.

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