The silence in the apartment was deafening, punctuated only by the rhythmic ticking of the clock. Emily traced circles on the condensation of her glass. Her palms were damp. She had dreamt of a quiet night in, a cozy movie marathon with her closest girlfriends. Just popcorn and a good movie.

Her friend, Jessica, was throwing a massive karaoke night. Friends, food, and music filled the whole night. The contrasting plans felt like a personal insult. She felt a profound sense of isolation.

She stood up abruptly, her chair scraping against the floor. She started pacing, her steps quick and agitated, as the silence began to suffocate her. Tears welled up in her eyes.

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