She stared, rooted to the spot, as Maya, her teenage daughter, walked into the living room, clutching the well-worn leather-bound book. The book was her sanctuary, her escape, the source of her lifelong passion for ancient history. Maya had always feigned mild interest, humoring her at family gatherings. Now, the girl was quoting verbatim from Herodotus, spouting obscure historical facts, her eyes alight with a fervor that made her mother’s stomach clench. "Mom, did you know that…" she began, her voice already taking on a lecturing tone. Everything felt unreal.

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