The complaints were piling up. Emails, notes, even a whispered word in the hallway. The laughter that often erupted from his apartment, the impromptu gatherings, were apparently bothersome. He found himself avoiding his neighbors.

He stared at the unopened bottle of wine on his counter. His friends were supposed to come over tonight. The thought of it suddenly exhausted him. He really needed the company, he thought, but the confrontation wasn't worth it.

His stomach churned, a feeling that intensified with each insistent text message on his phone. He sat down and cancelled the plans, letting the screen glow in the otherwise dim apartment. He felt a deep sense of isolation.

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