The heat in the car was stifling, the highway stretching out before her like a ribbon of despair. She kept the windows rolled up, the silence amplifying the thrumming in her ears. He was gone, finally, that was the hardest thing of all.

She should have been at his going away party, but she couldn’t bear the thought of seeing him, of hearing the well-wishes, of watching him embrace his new life while hers seemed to stand still. She wanted to yell and cry.

She gripped the steering wheel so hard her knuckles turned white. The landscape blurred. She knew, deep down, that she was being unfair, that this wasn’t about her. But right now, that awareness offered no comfort, no solace.

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