Michael slammed the box shut, the sound echoing in the empty garage. His stomach twisted. He’d found the photos tucked between the pages of his grandfather’s war journal: his grandfather, plastered on a poster with other soldiers, all waving with smiles while the family had always said he was alone. A different, more playful side, exposed.

He kicked a rusty can across the floor. The family’s version was always one of heroic solitude, the burden of a great sacrifice. A sacrifice they'd always placed so high. Now Michael wondered if the heroism had been partly performative, if the solitary man he knew had been a carefully crafted persona.

He walked outside and lit a cigarette, the smoke a thin veil against the harsh glare of the setting sun. He felt adrift. He had to think.

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