I found it while scrolling through my feed, a casual click leading to a digital echo of my past. My college application essay was the featured story. I stared at the screen, my breath catching in my throat.

The essay, a declaration of my ambition to revolutionize the art world, felt foolish now, a relic of a younger, more hopeful self. The studio, which once buzzed with creative energy, now felt like a mausoleum, housing only unfinished projects and broken dreams.

The colors around me seemed muted, the world drained of its vibrancy. The urge to stay in bed all day was a constant temptation. The city lights, once a source of inspiration, now felt like a taunt. I slumped back into my chair, the weight of the world pressing down on me.

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