He had just received the news of his job loss. The house felt like a prison. The world was closing in. He dragged himself to the mailbox, expecting nothing. Inside, a plain white card. A generic, store-bought greeting. "Happy Birthday!" The words felt hollow, a cruel jest. His shoulders slumped.

He threw the card into the trash. The gesture felt aggressive, meaningless. He ran his fingers through his hair. He needed to be strong, to be practical. But the silence in the house, the weight of the unopened bills, the uncertainty of tomorrow – it pressed down on him with crushing force.

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