I walked into the meeting room, my heart hammering against my ribs. I knew. I just knew. The letter had been a bad omen. My scholarship, the one that had allowed me to dream, was gone.

My mouth felt dry. The advisorโ€™s words washed over me, a meaningless jumble. I nodded, mechanically, even though I didn't understand. My hands were clammy.

I went back to my dorm room and closed the door. Everything felt wrong, the furniture, the air, the posters on the wall. I sat on the bed and closed my eyes, trying to block out the rising tide of fear. The silence was deafening.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
๐Ÿ˜ฃ0.304
๐Ÿ˜ž0.296
worse0.291
๐Ÿ˜–0.285
๐Ÿ˜ฐ0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229