The world seemed to shrink around Sarah. The journal, the one she’d poured her heart into, was on Emily's bed, casually discarded. She felt like someone had punched her in the gut.

Emily was smiling, scrolling through her phone, completely unconcerned. "Oh, hey! I was reading your journal. Some of the stuff is, like, *so* dramatic." She chuckled, shaking her head.

Sarah’s hands started to tremble. Her vision blurred momentarily. The air felt heavy, oppressive, as if the oxygen had been replaced with something thick and suffocating. She couldn’t form a sentence.

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