The invitation sat on the kitchen table, a mocking symbol of his perceived failure. Michael stared at it, picking at a loose thread on the tablecloth. He felt a familiar prickle of anxiety at the back of his neck.

He considered not going. It would be easier. He imagined the judging glances, the pitying smiles. He closed his eyes, the image of his ex-girlfriend, Sarah, flashing behind his eyelids.

"I can't," he mumbled, his voice raspy. He reached for a glass of water, his hand shaking slightly. The glass slipped, and the water spilled across the table, mirroring the mess inside him.

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