The flickering neon sign of the diner cast an eerie glow on Ethanโ€™s face as he stared at the invitation. It lay on the table beside a lukewarm cup of coffee, the steam already dissipating. He pushed it away with a sudden, forceful shove.

His hands fidgeted with the sugar packets, tearing them open and dumping the contents into the now cold liquid. He felt a familiar knot forming in his stomach. The thought of facing his classmates filled him with a strange mix of apprehension and resentment.

He'd tried to build a good life for himself. He had a job, an apartment, even a girlfriend. But it felt like he was constantly teetering on the edge of failure, the pressure of expectations bearing down on him. He took a long, unsteady breath, the smell of burnt coffee filling his lungs.

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