Liam stared at the email, his vision blurring. It was from his agent, with a link to a blog post, a post that accused his literary hero, Alistair Bloom, of stealing plotlines. He slumped back in his chair, the leather creaking under his weight. He felt a throbbing sensation behind his eyes.

Liam chewed on his lip, a nervous habit he hadn't realized he still had. Bloom's novels had been his escape, a source of inspiration during his own writer's block. Now, the very foundation of his creative aspirations felt shaky, unsafe. He felt a bitter taste in his mouth.

He ran a hand through his already messy hair. The room felt stifling. He reached for the bottle of water on his desk, but his hand shook so badly he knocked it over, spilling water across his notes. “Damn it,” he muttered, the word a raw, frustrated whisper.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

This story is one of 1,000 stories generated for the emotion stressed. 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 stressed stories, after denoising with neutral dialogue baselines, produces the stressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stressed vector is projected through the unembedding matrix.

Promoted:
😩0.266
😫0.256
😰0.239
😖0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169