"I'll be right there, Mr. Davies," Clara called, her voice thin. She fiddled with the hem of her apron, the linen suddenly feeling rough against her skin. The request—the audacity of it! To even suggest it! She paced the narrow hallway, the polished wood reflecting her agitation.

The afternoon sun blazed through the hallway window, spotlighting the dust motes dancing in the air. Each one seemed to represent a future problem. Her hands were clammy, her palms slick with sweat. She kept clenching and unclenching her fists.

She took a deep, forced breath. She knew she had to appear calm, collected. But inside, her thoughts whirled, a chaotic tempest. She pushed open the front door, the screen door slamming shut behind her with a definitive thud.

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