The soft glow of the bedside lamp cast long shadows across the room. Emily feigned sleep, listening intently to the gentle murmuring coming from her husband, Daniel. He thought she was asleep. Daniel was not a quiet sleeper.

Every so often, a word would stand out from the unintelligible stream of noises. Emily knew the words, but they weren't in English. They were in Korean. He spoke in a soft murmur, like he was talking to someone else.

She held her breath as his voice continued, feeling a prickling sensation run down her spine. A sudden, sharp pain flared behind her eyes. He must have been doing this for a long time.

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