Rain hammered against the window, mirroring the relentless drumming in Clara’s head. She’d been avoiding this room, this house, for weeks. The grief felt like a physical burden, a weight she carried everywhere. But the lawyers needed the files, the will had to be settled, and her mother's life, in some small way, needed to be put in order.

She pulled open a drawer. Inside, neat folders, each labeled with a year. Inside each folder, every assignment, every test, every scribble, lovingly preserved. Her third-grade diorama of a volcano, still smelling faintly of glue, sat in a box.

She stared, jaw clenched, at her tiny, perfect handwriting. The same meticulousness she inherited, the same perfectionism that had always left her feeling… hollow. The world outside felt so loud. She retreated further inside, a cave of the silent, the still.

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