The email arrived like a death knell. A terse notification of her reassignment. Clara sat at her desk, staring at the screen, her heart drumming a frantic rhythm against her ribs. She was being moved from human resources to customer service. Customer service? She’d spent fifteen years expertly navigating employment law, mediating conflicts, carefully crafting policies. Now, she would be answering complaints.

She felt a knot tighten in her throat, making it difficult to swallow. Her hands began to tremble. Her carefully constructed world, her sanctuary of rules and regulations, was crumbling. The prospect of facing angry customers, of dealing with constant negativity, felt like a personal attack.

She pushed back from her desk, the chair scraping loudly against the floor. She needed air, needed to escape the confining walls of her office. She wanted to scream.

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