The weight on Mr. Davies’ shoulders felt crushing. The paperwork. The noise. The constant demands. He felt like he was slogging through quicksand. He'd lost interest in everything. Even his favorite coffee tasted bland. He dreaded going to school.

He came into his classroom to find a small, intricately woven tapestry sitting on his desk. It depicted a vibrant landscape, full of life and color. A note attached read: "Thank you for showing us the world, Mr. Davies - even when we didn't want to see it." He recognized the signature of a student, Marco, who had often found himself looking out the window instead of paying attention. A long forgotten emotion stirred, a flicker of something like… hope?

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