The drive back home felt interminable. The scenery blurred past, a kaleidoscope of greens and browns that failed to register. In the passenger seat, the empty space beside her reflected the hollowness in her chest. She clutched the worn photograph to her chest, the faces in it, so young and vibrant, a stark contrast to her present emotional landscape. The photo, a relic of a shared past, felt like a mocking reminder of her forgotten self.

She pulled the car into the garage and turned off the engine, the silence immediately amplifying the turmoil inside. She leaned her head against the steering wheel, and a silent tear tracked down her cheek.

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