Liam ran a hand through his already dishevelled hair. The clock on the wall mocked him, its hands ticking away the minutes he didn't have. His grandfather's pocket watch, a gold beauty, lay on the workbench, gleaming under the harsh workshop lights. His sister needed the money, and the watch was the only thing of any real value.

He slammed his fist against the workbench, the wood shuddering under the impact. His stomach twisted, a knot of unease constricting him.

"Just get it done," he muttered to himself, his voice sounding thin in the echoing space. He felt a need to start pacing, unable to remain still. Every beat of his heart hammered out a relentless rhythm of apprehension.

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