"Don't you think it's a bit of an overreaction?" Mark's girlfriend, Sarah, asked, trying to sound casual, but her voice betrayed her concern. Mark just stared out the car window, his knuckles white against the steering wheel. He ignored her questions.

He had spent weeks avoiding the subject, putting off the inevitable. He should have come sooner. Now, it was just a pile of rubble and a vacant lot. He felt a churning in his stomach, a deep ache.

He hadn't been back in years, but the demolition had stirred up feelings he thought were long gone. He focused on the distant hills, trying to force the painful images from his mind. He wanted to forget the past, but the past, he now realised, would not let him go.

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