The air conditioning hummed, a monotonous drone that did little to ease the tension in her office. She stared at the financial report, her vision blurring. Her unique investment strategy, the one she had developed with so much effort, was now being implemented by a rival firm. She felt the sudden thud of her heart against her ribs.

She’d believed her approach was a breakthrough, a game-changer. The discovery that her competitor was working on the same project left her feeling exposed. The tightness in her throat made it difficult to swallow. She suddenly felt the need to flee the building.

She reached for her phone, but she could not think to call her friends. She could not speak to her family. Instead, she stared at the glass in front of her. The feeling of powerlessness had become overwhelming.

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