Sarah paced the length of her living room, her bare feet slapping against the worn wooden floor. The architect's proposal lay crumpled on the coffee table, a testament to her agitation. The neighbor’s fence plans had arrived that morning, a sleek, modern design that would block her view of the wildflowers blooming in the vacant lot next door.

“It’s just a fence, Sarah,” she muttered to herself, but the words did little to soothe the knot in her stomach. She pictured the tall, solid structure, and felt a suffocating sensation.

The world seemed to shrink around her. Sunlight streamed through the windows, highlighting dust motes dancing in the air, but she couldn’t focus on anything. Her hands were ice cold, even though the summer heat was sweltering. She longed for something to ease this agitation.

She grabbed her keys and fled the house, slamming the door behind 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