The silence in the cramped dorm room was deafening. I stared at the screen, the rejection email a stark, unwelcome presence. The life I'd envisioned, the one I'd worked so hard for, seemed to have vanished into thin air. A knot formed in my stomach, twisting with each passing moment.

I kicked a stray shoe across the floor. My carefully laid plans were in tatters. I felt a coldness creeping into my bones. The world felt wrong. I needed to be alone. I needed to disappear. I pulled the covers over my head, seeking the dark embrace of oblivion.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224