The air in the small apartment suddenly felt thick, heavy. Isabella felt a strange pressure behind her eyes, the beginning of a headache she knew would soon be unbearable. She slowly sank onto the worn sofa, the eviction notice still clutched in her hand. Her breath caught in her throat. She stared at the ceiling, trying to focus on something, anything, other than the words on the paper. Her fingers tapped a nervous rhythm against her leg. A single tear traced a path down her cheek, followed by another.

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