She sat in the park, clutching the biography, the wind whipping at her hair. She felt exposed, vulnerable. The lies in the book had painted her as a different person. She kept seeing the faces of her friends and family, imagining their reactions to the manufactured narrative. She squeezed her eyes shut, fighting back tears. The city sounds faded as all the emotions grew, her chest tightening. She couldn't understand how someone could do this. She ripped the book into several pieces and then tossed them to the wind.

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