The phone felt heavy in her hand. Emily stared at the call log, the name of the scholarship office at the top. She knew she had to call, had to plead her case. But the thought made her physically ill. The news, a cold splash of reality, had left her numb, almost paralyzed. She sat on her bed, the unmade sheets and scattered textbooks a testament to her disarray. Her leg bounced relentlessly, a frantic drumbeat against the silence. The world outside, the bustling city, the promise of opportunity, seemed miles away.

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