He couldn’t eat. The plate of perfectly cooked eggs and bacon sat untouched on the table, the smells of breakfast now repulsive. His apartment was too quiet, the absence of sound amplifying the pounding in his chest. *Daniel Blackwood: The Reluctant Hero*. He didn’t want to be anyone’s hero, especially not in a book he didn’t authorize. He read a few pages online, and a flush of heat rose in his face. It was all a lie, a glossy, self-aggrandizing lie. He pushed his chair back, the scrape of the legs against the wooden floor grating on his nerves. He needed to get out, needed to be away from this.

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