The rejection notice lay open on the desk, the harsh sunlight illuminating the cruel words. The scholarship committee had made an error. The funding had already been assigned to another student. Evelyn, usually so composed, felt her stomach churn.

Her vision swam as she stared at the words, her hands trembling. She felt a sudden urge to get out, to run, to escape the suffocating sense of helplessness that had descended. She fumbled for her phone, intending to call her mother. The numbers blurred before her eyes, and she slumped back in her chair, tears welling.

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