"This can't be happening," Clara muttered, staring at the message on her phone. She felt her stomach drop, a physical sensation she couldn't ignore. She reread the words, the phrases seeming to mock her. The words felt like a cruel joke.

She needed air. She pushed herself away from her desk, the chair scraping loudly against the wooden floor. She paced her small apartment, the confines of her living space feeling constricting. She pressed her hands against her temples, trying to ward off the throbbing in her head.

The thought of all that work, all the nights spent studying, all the sacrifices. The frustration was almost unbearable. Her eyes stung with unshed tears.

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