The weight of the rejection letter sat heavily in Ava’s chest. The program she wanted to get into required a recommendation letter from Professor Jones, who had now announced she was leaving. She stared at the letter, its crisp formality a stark contrast to the churning storm inside her.

Ava felt a deep, aching emptiness. She went to her computer and stared at the screen, but her mind was blank. The thought of reaching out to someone else, to explain her research again, felt overwhelming. Her fingers felt numb, and she couldn't bring herself to type a single word. She felt as though the world had become too bright, too loud, too everything.

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