The news hit Ben like a physical blow. He read the announcement on the university website over and over, as if the words might somehow magically change. His jaw clenched. This cannot be real.

He stood up so quickly he knocked over his chair, the sound echoing unnaturally loud in the empty classroom. His hands shook as he picked it up. He felt a wave of nausea. He took several deep breaths, trying to regain control.

He walked outside, into the crisp autumn air. The familiar campus, usually a source of comfort, now felt like a prison. He wanted to scream. He was too ashamed.

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