The email sat in Eleanor’s inbox, a tiny, malevolent square of text that seemed to pulse with a mocking light. She’d refreshed the page obsessively all morning, the gleam of the screen reflecting in her widened eyes. Now, here it was. She reached for the mouse, her hand trembling so badly she fumbled. Finally, she managed to click the cursor.

The words blurred. "Thank you for your submission..." She skimmed, her stomach lurching. Rejection. The ultimate, crushing rejection. The familiar sting of tears threatened, and she clamped her jaw shut, determined not to cry. She’d spent three years on this novel, poured her heart and soul into every sentence.

Eleanor abruptly stood, knocking over her chair. The room spun. She needed air. Sunlight, something. She grabbed her keys and fled the apartment, the email's words echoing in her ears like a death knell.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229