I felt a jolt of alarm, a physical sensation. My heart started beating fast, the rhythm an erratic drum against my ribs. The email notification was a bright red slash across my laptop screen. *Important Announcement Regarding University Finances.* My hands started to tremble as I opened it.

The words swam on the screen, the font suddenly appearing blurry. *…Unfortunately, due to…closure…* I closed my eyes, a wave of nausea washing over me. All my plans, everything I had worked for, felt like they were slipping through my fingers.

I walked to the window, the cold glass pressed against my forehead. I needed a distraction, something to take my mind off the impending doom. But there was nothing. The world outside looked bleak and unforgiving.

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