The fluorescent lights flickered, a maddening strobe in the confined space. Liam raked a hand through his already disheveled hair, the action a familiar ritual. His jaw clenched as he repeatedly punched the call button. Nothing. Three hours. He was supposed to be at his daughter's school play, a commitment he’d promised to keep.

His colleague, Sarah, offered him a bottle of water. He took a long, desperate swig, the cold liquid doing little to soothe the knot in his stomach. The presentation he'd poured weeks into lay unfinished on his desk, the deadline looming like a hungry predator.

"Any luck?" Sarah asked, her voice calm. Liam just shook his head, the muscles in his neck taut. He pictured his boss's face, the disapproving look, the thinly veiled disappointment. He was failing. Again.

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
πŸ˜–0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169