Liam drummed his fingers on the table, a rapid, erratic rhythm against the worn wood. He hadn’t slept well in days. The notification from Professor Chen was pinned to the top of his inbox. The announcement was terse, formal, and devastating. He was moving to a different institution.

He felt a tightness in his chest as he reread the words. His research was complicated, interdisciplinary, and Chen was the only person who truly understood it. Now, what? He ran a hand through his already disheveled hair, leaving it standing on end.

“Damn it,” he muttered, the word a harsh exhale. He stood up abruptly, knocking over his coffee cup. The spilled liquid spread across the table, mirroring the chaotic churn in his mind. He needed to find a new advisor, and fast, before his whole project imploded.

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