The office air hung heavy, thick with the stale scent of printer ink and the unspoken tension of the failing quarterly report. Amelia picked at a loose thread on her sleeve, her heart hammering against her ribs. She was on the verge of making a colossal error, and the thought made her want to disappear.

“Amelia, you okay? You look pale,” Mark, her coworker, inquired. He was leaning against her desk, a casual expression on his face.

“Fine,” she said quickly, her voice a little too sharp. She hated feeling vulnerable, hated feeling exposed.

“I was just telling Lisa about Camp Sunshine. Remember that place?” He chuckled.

Camp Sunshine. The place where she'd lost the talent show, and everyone laughed. Amelia’s cheeks burned. The laughter still echoed in her ears. She forced a smile. “Vaguely.”

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
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229