The spreadsheets swam before Sophia's eyes, the numbers seeming to mock her with their complexity. She felt a cold dread creep into her bones, the weight of the uncompleted project bearing down on her. Her breath hitched in her chest; she needed to get away, she needed to think, she needed an escape.

"Sophia, are you alright?" asked Kevin, her coworker. His tone was casual, his smile wide. He was standing near her desk, a small stack of papers in his hands.

"I'm fine," she said, her voice tight, unable to hold eye contact. She couldn’t stand people seeing her like this.

"Wow, you wouldn't believe it, I just heard about Camp Redwood. Did you ever go there, back in the day?" He paused, waiting for an answer.

Sophia's face drained of colour. Camp Redwood, the place where she'd lost her prized possession. The memory surfaced, sharp and unwanted, triggering a fresh wave of panic.

"Oh, uh, vaguely," she replied, struggling to keep her voice steady. She wanted to disappear.

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