He stared at the blank screen, the email's words, "Surprise is off," still fresh in his mind. He’d envisioned this moment for weeks: the laughter, the camaraderie, the feeling of being appreciated. He felt a coldness creep into his limbs, as if the joy had been leached from his body. His colleagues, the ones organizing the party, had an unavoidable crisis at work.

He slowly rose from his chair, his movements stiff and mechanical. The office, usually a hive of activity, felt eerily silent. He walked towards the window, looking out at the city below, the bustling streets suddenly feeling far away and isolating. He swallowed hard, the muscles in his throat constricting.

He clenched his fists, trying to find some anchor, some point to hold onto. Nothing.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

This story is one of 1,000 stories generated for the emotion distressed. 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 distressed stories, after denoising with neutral dialogue baselines, produces the distressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the distressed vector is projected through the unembedding matrix.

Promoted:
😣0.304
😞0.296
worse0.291
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229