“Honey, this bread is amazing!” Her husband’s voice pulled her from her reverie. Sarah looked up from the community bulletin board. A familiar, perfect loaf was sitting on the kitchen table.

She stared, bewildered. The aroma, the texture, the precise arrangement of seeds and herbs – this was her recipe, a carefully guarded secret she only shared with close friends. She thought she was the only one that knew how to make it.

She felt a wave of nausea. She grabbed her phone, her fingers trembling as she searched for the bakery's website. Her own bread, now famous. Her bread, made and sold by someone else. She wanted to scream.

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