The notice was on the kitchen table, a stark reminder of his failures. Liam stared at the words, his throat tight, making it difficult to swallow. The familiar ache in his temples intensified. He found himself picking at the skin around his fingernails, a habit he hadn’t indulged in for years. His gaze darted around the apartment, lingering on the few possessions he had managed to accumulate. He felt a deep, hollow feeling in his stomach, a physical manifestation of his fear. The thought of losing everything made his heart pound irregularly.

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