"Just breathe," Liam said to himself, running a hand through his hair. The wait was excruciating. He'd been refreshing his email every five minutes, each click a flicker of hope and dread.

He went for a walk, forcing himself to breathe deeply. The park was filled with families, children playing and laughing, a scene of effortless joy that only deepened his unease.

He felt a sudden, urgent need to run, to escape the suffocating pressure of his own expectations. He stopped, leaned against a tree, and shut his eyes. The world seemed to tilt on its axis.

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