The invitation sat on Ben's desk, a small, square reminder of his impending doom. He had avoided it for days, and now it was hours away. He slumped in his chair, staring at the ceiling. His leg bounced. His heart hammered in his chest. He felt as though a steel band was tightening around his rib cage.

He tried to focus on work, but every thought seemed to circle back to the speech. He imagined the audience, their expectant faces, waiting. He imagined the microphone, amplified feedback blaring his nervousness to the entire crowd. The thought sent a cold wave down his spine.

He grabbed his phone, impulsively calling his best friend, Mark. Their conversation was short, strained. He hung up the phone with the same feeling of emptiness. He had a sudden and desperate need for fresh air. He pulled on his coat and headed out the door. He walked, ignoring the cold, until his legs ached.

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