The postman’s footsteps outside sounded unusually loud as they approached the front door. John peered through the peephole, and his gaze snagged on the familiar, embossed crest. A high school reunion invitation.

He fumbled with the latch, his fingers suddenly thick and unresponsive. He opened the door. He felt a sudden shortness of breath. The paper felt heavy in his hand, a tangible weight of forgotten expectations.

He retreated inside, slowly closing the door and leaning against it. His head began to pound. He felt an intense desire to simply vanish, to have never seen that envelope, to erase the very thought of the upcoming event. He slumped down to the floor.

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