He stared at the eviction notice, the harsh black ink a stark contrast to the faded wallpaper. It felt like a final blow, a confirmation of the downward spiral he'd been on for months. He felt a weariness that permeated his entire being.

He stopped taking care of himself. He’d skip showers, forget to eat. He walked around in a fog, his thoughts drifting. Even the simple task of getting dressed was a challenge. He’d pull on whatever was closest and go outside.

The world seemed hostile and unforgiving. The sounds of the city, the laughter of children, the chatter of neighbors, grated on his nerves. He wanted to be left alone, left to wallow in a world of silence.

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