The aroma of instant ramen usually filled the dorm room, but tonight, the space felt sterile. I walked in and found my journal on my roommate's desk, open. My stomach plummeted. I felt a stinging sensation behind my eyes and tried to blink it away. Chris was at his computer, scrolling, oblivious.

I walked over to the desk, my legs heavy. I wanted to scream, to tell him how violated I felt. Instead, the only thing that came out was a broken whisper, "Why?" His response was quick, dismissive, and it fueled the fire of resentment in my gut. I fled the room.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210