The crisp autumn air bit at Maria’s cheeks as she walked the long road home. The setting sun cast long, skeletal shadows from the trees, mirroring the hollowness in her chest. She couldn't feel her legs, as if she were walking through a dream. She should have gone home right after the conversation, but she could not. She'd just ended up pacing in the parking lot.

The words "Thank you for your effort, Maria, but..." still echoed in her head, playing on repeat. Tears threatened to spill, but she fiercely blinked them back. She couldn't cry. Not here. Not yet. She’d spent her whole life dreaming of becoming a soccer star, sacrificing everything for it.

Every muscle in her body ached, not from exertion, but from the knot of anguish constricting her. The houses, once familiar and comforting, now seemed to mock her. She didn't deserve to be here. She just wanted the ground to open up and swallow her.

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