“This can’t be happening,” Maya muttered, her voice barely a whisper. She stared at the software demonstration on the screen, her stomach churning. The marketing campaign she’d poured months of her life into was replicated perfectly. Each element of her strategy, every carefully crafted slogan, every visual choice… It was as if someone had seen her notes and then built their own presentation.

She’d thought she had an advantage, a groundbreaking idea. The sensation of betrayal was intense, making her clench her jaw so tightly it ached. Her hands were ice-cold as she scrolled through the competitor's website. The presentation was scheduled to launch next week, and the idea of competing felt impossible.

She felt the urge to throw her laptop across the room, to destroy everything. But she was paralyzed, the weight of the situation pinning her to her chair. She slumped back into the seat, feeling the weight of the world pressing down on her.

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