The elegant script of the invitation felt alien in her calloused hands. Maria blinked, her eyes stinging. She was a single mother of two. She ran a small, struggling business. Those were her problems.

She glanced around her cluttered living room. It was nothing like the polished lives she imagined her classmates now lived. The invitation reminded her of all the things she'd missed, all the opportunities lost.

She tossed the card onto the pile of bills on the kitchen table, the action a testament to her current position. She knew it would bring back an ocean of feelings she wanted to forget.

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