The chipped paint on the porch swing seemed to mock Sarah as she watched Mrs. Gable pull into her driveway. A sleek, black car, the make of which Sarah couldn't even name, gleamed under the afternoon sun. Sarah’s stomach clenched. Rent was due tomorrow, and her fridge held only a wilting head of lettuce and a jar of mustard.

She hugged her arms tighter, the cool cotton of her faded t-shirt offering no comfort. Mrs. Gable, always so friendly, waved cheerfully as she exited the car. Sarah managed a weak smile in return, the effort making her jaw ache.

“Lovely day, isn't it?" Mrs. Gable chirped, her voice light and airy. Sarah mumbled an agreement, her gaze dropping to her scuffed sneakers.

She’d spent the morning scouring the classifieds, chasing dead-end leads. Mrs. Gable probably had a team of people handling her finances.

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