A bead of sweat trickled down David's temple as he reread the invitation. "Ten Year Reunion. Bayside High." The words seemed to mock him from the glossy cardstock. He slammed his laptop shut, the sudden noise echoing in his sparsely furnished apartment.

He pulled at the collar of his shirt. He hadn't left the house in three days, the blinds permanently drawn. The faint scent of stale takeout hung in the air. His reflection in the darkened screen showed a man he barely recognized, with a stubble of beard and a haunted look in his eyes.

He imagined the small talk, the forced smiles, the inevitable questions about his career. He’d be expected to have a wife, a nice car, a mortgage. The crushing weight of expectation settled in his chest. He took a shaky breath, then crumpled the invitation in his fist.

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
πŸ˜”0.294
😒0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236