The setting sun cast long shadows across the room, mimicking the length of the day's suffering. He’d sought escape at a used bookstore, searching for a distraction. The chosen book, a fantasy novel, had seemed a good choice. Now, a letter, detailing a secret from the book’s author, had surfaced, compounding his inner turmoil. He pressed his palms to his temples, his head throbbing, as he tried to make sense of the new information and the emotions it stirred within him. The room felt suddenly too small.

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