The world seemed to spin. She felt a sudden, sharp pain in her chest, as if she had been physically struck. Her roommate, Emily, was sitting on her bed, her back to the door, engrossed in something. Then, she saw it: the familiar, worn spine of her journal, resting on Emily’s lap.

Her head swam. She couldn't understand. She took a step back, needing to get away, to create distance between herself and the situation. The air became thin, making it difficult to breathe, each inhale a struggle.

"What…" she managed to stammer, the word catching in her throat. Her body was rigid, her limbs feeling heavy. Emily turned, a startled expression on her face. The look did little to soothe her.

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