Liam slammed his textbook shut, the sound echoing in the otherwise quiet room. His shoulders hunched. A knot of unease tightened in his stomach. He'd been battling writer’s block for days, the pressure to finish his screenplay for the film festival weighing heavily on him. He glanced at his roommate, Ben, engrossed in a video game, oblivious. The door to Liam’s side of the room was ajar, his journal lying face up on his desk. He hadn’t left it there. A sudden, cold feeling gripped him.

"Hey, Ben," he started, his voice a strained croak. "Did you…uh…see my journal?"

Ben looked up, eyes glazed over from the screen. "Yeah? Why?"

Liam felt the urge to pace, to flee. He bit down hard on the inside of his cheek, a familiar tic. The silence felt deafening.

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