John slammed the laptop shut, the sudden noise echoing in the quiet house. He had a million things to do, including paying bills, ordering groceries and dealing with a leaky faucet. A notification popped up from the school portal. Time to see which teacher his daughter, Lily, would be starting kindergarten with.

Mrs. Evans. His breath hitched. The woman who had made him feel like a fool during show and tell. The woman who had given him detention for drawing on his desk. The sheer unfairness of it all made him want to scream.

He ran a hand through his hair, feeling the pulse quicken behind his eye. The idea of revisiting the past like this was completely unwelcome. His mind was already flooded with vivid memories of his past, so many negative ones. The thought of interacting with her, years later, filled him with a potent cocktail of fear and resentment. He needed a drink, a very strong drink.

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