He paced the length of the living room, the Persian rug feeling uneven beneath his feet. The silence in the house was a palpable thing, a pressure that squeezed at his insides. The estate agent had said it was a 'charming fixer-upper'. Charming? It felt like a prison.

His sister, Olivia, was upstairs, already tearing into boxes. He could hear the faint sounds of her moving around. He ran a hand through his hair, unable to find comfort. He could barely focus; his mind was a storm of anxious thoughts. He needed to get out, he needed to leave, he needed…something.

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