The scent of chlorine hung in the air, a reminder of the endless chores that kept her mind from wandering. She had just finished cleaning the pool. The dog, like clockwork, had found his way into the yard. The wet dog shaking, splashing the freshly cleaned pool was all the proof she needed.

She pinched the bridge of her nose, trying to ward off a headache. The dog represented a greater problem, a problem she couldn’t seem to solve. She bit down on her lip, a wave of sadness washing over her.

She looked at the pool. It was supposed to be a peaceful escape.

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