I wanted to scream. That's all I wanted. The airport felt like a prison cell. I felt a sense of defeat that settled deep within me. I watched the other travelers, their faces bright with anticipation. My best friend's engagement party. The plane’s delay was a fresh wound, twisting the knife of disappointment deeper into my gut. My stomach churned, the butterflies replaced by a heavy, suffocating weight. I kept replaying my conversations with her, and how I'd promised I'd be there.

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.417
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307