He stared at the photograph, the glossy paper reflecting the harsh overhead light of the airport terminal. It was a picture of a young woman, maybe twenty, with his father's eyes and a defiant tilt to her chin. He’d just learned, via a curt phone call from his stepmother, that he had a sister. A sister he’d never known.

His hands were clammy. He wiped them on his jeans, leaving dark patches. He pictured his perfectly ordered life, the carefully cultivated image of success and stability. This news felt like a rogue wave, threatening to capsize everything.

He hadn’t eaten all day. He felt a throbbing ache behind his eyes, a dull pressure that intensified with each passing moment. He needed to get out of the airport, away from the sterile, buzzing environment. He needed a drink, a strong one.

He turned and walked toward the bar, the photograph still clutched in his trembling fingers.

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