“That… that’s Mr. Abernathy’s?” Maya whispered to herself, pointing at the sprawling estate that stretched out before them. She and her daughter, Lily, were on a hike, and had stumbled upon a hidden vista. Mr. Abernathy, their neighbor, was a quiet, unassuming man who drove a beat-up station wagon.

Lily, oblivious, was pointing at the swimming pool.

Maya felt a constriction in her chest. She’d always thought he was struggling, always offering to help him with groceries, with yard work. He’d always seemed so… grateful.

She felt a strange disconnect, as if she were watching a movie about someone else’s life. She needed to sit down, she thought, and then she needed a very strong drink.

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