The world felt suddenly off-kilter. The discovery had landed like a physical blow, leaving Linda gasping for air. Her daughter, Chloe, was involved in… what? It looked like a cult. Or at least, a group with some very peculiar beliefs.

Linda stared out the window, the autumn leaves swirling in the wind, mirroring the turmoil within her. She felt a burning in her chest, a relentless pressure that made it hard to breathe. Her vision blurred, and she blinked rapidly, trying to clear her eyes.

She should have known, she thought. She should have seen the signs. The secrecy, the late-night disappearances, the guarded phone calls. Now, everything felt tainted.

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