He slammed the book shut, the sound echoing unnaturally loud in the quiet apartment. His breath hitched, a shallow, ragged thing. The argument with his partner still echoed in his mind, the harsh words a fresh, stinging wound. He’d sought refuge in the used bookstore, hoping to lose himself in the familiar comfort of stories. The book, a collection of short stories, had seemed promising. Now, a letter – a hastily scrawled note tucked between the pages, detailing a desperate secret – intensified his agitation. He reread the words, his jaw clenched, each line a fresh stab of unwelcome understanding.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229