He stared at the reflection in the kitchen window, barely recognizing himself. His shoulders were slumped, his posture defeated. He had spent the entire afternoon building up his courage to text his daughter and apologize. But instead, it landed with her stepmother, a woman with whom he'd never seen eye-to-eye.

He rubbed a hand over his face. He felt his throat tighten, the familiar ache of regret settling in his chest. His fingers itched with the urge to correct the mistake, to take back the words.

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