He stared at the rejection letter, the words blurring through unshed tears. The scholarship. The dream. Gone. He needed to prove he was worthy, so he went through his old things. Anything to give him hope.

He found it in the back of the closet, a battered box. "David - School." Inside, a testament to his younger selfโ€™s ambitions. She had saved his drawings and his test papers.

He felt the familiar sting in his eyes. He hated this. He hated the vulnerability, the pressure. He felt this tightness in his chest. His hands shook as he started to flip through his old papers. He thought of crumpling them into a ball and throwing them away.

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:
๐Ÿ˜ž0.343
S0.317
ness0.302
๐Ÿ˜”0.294
๐Ÿ˜ข0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236