"Just another chore," Martha muttered, forcing herself to climb the attic stairs. She had barely managed to eat anything for days. The house, with its creaking floors and shadows, felt like a prison.

She discovered a collection of antique teacups, each one delicate and chipped. A sudden thought occurred to her, and she shuddered. She imagined the previous owner, a woman of refined tastes, perhaps, her life now ended.

She picked up a teacup, turning it over in her hands. The porcelain felt cool against her skin. A profound sense of loneliness washed over her, mirroring the emptiness she felt. She put the cup back and closed her eyes for a moment.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

This story is one of 1,000 stories generated for the emotion troubled. 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 troubled stories, after denoising with neutral dialogue baselines, produces the troubled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the troubled vector is projected through the unembedding matrix.

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236