The flowers arrived just as Mrs. Rodriguez was about to close the classroom door. A large bouquet of lilies, her favorite. On the card, a familiar name. Michael Ramirez. Michael, a student she had spent weeks trying to coax out of his shell. She stood there, frozen, the bouquet clutched in her hands.

She read the card again, slowly. "Thank you for believing in me." The words blurred before her eyes. She inhaled deeply, the scent of the lilies filling her senses. She stood there, feeling overwhelmed by a sudden, intense emotion she couldn't name.

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