"I can't believe she's gone," Clara murmured, her voice barely audible. Her brother, Ben, clapped her on the shoulder, a gesture that felt more like a burden than a comfort. The walls of the house seemed to press in on her, the familiar patterns of the wallpaper suddenly garish and mocking. Everything felt wrong.

She wandered through the living room, her fingers tracing the dusty surface of the grand piano. It was the same piano her grandmother had played, the same one she’d taken lessons on. She remembered the warmth of her grandmother’s hands, the smell of her perfume. She felt a sudden, sharp pain in her chest, a tightening that made it difficult to breathe. She wasn’t sure how she would get through this.

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