He stared at the email again, the words blurring. The request was so simple: "Could we discuss the tree?" Simple words, but the implications... his throat constricted. Liam ran a hand through his already dishevelled hair. He felt a cold dread creeping into his bones, like the first tendrils of winter.

He glanced at the calendar. He had a meeting with the architect and then he was supposed to pick up the kids. He had so much on his plate already, and now this. Liam felt suffocated.

He leaned back in his chair, the leather creaking under his weight. He could feel the pulse in his temple. The tree’s canopy swayed gently outside his window, a mocking dance. He took a deep breath, trying to steady himself, but it didn't help. He had no clue how to handle the situation.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229