He ran a hand through his already messy hair, leaving it standing on end. Liam stared at the magazine, the cover featuring his research, but the byline a name that wasn't his. He'd poured months of work into this article, fueled by countless late nights and copious amounts of caffeine. Now, it belonged to someone else. His stomach churned.

He felt a tightness in his chest, making it difficult to draw a full breath. The air in his cramped office felt thick, stifling. He picked up his pen and flung it at the wall. It clattered to the floor, forgotten. The urge to break something, to yell, clawed at the back of his throat. He sat back down and stared out the window, looking at the city below, the faces of those who would read that article and think of someone else.

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