The key trembled in Liam’s hand as he unlocked the front door. He hesitated, his foot hovering over the threshold. He knew what awaited him inside. The investigation records. The photographs. The cold, hard facts of the tragedy that had occurred within those walls. He swallowed hard. The air in the hallway felt stale, heavy. He had always been a light sleeper, and now he knew he would never sleep peacefully here again. Every shadow, every sound, would be a reminder of the darkness that had once taken root within his home. His legs felt shaky and weak as he finally stepped inside.

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:
😣0.304
😞0.296
worse0.291
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229