The envelope, addressed in a familiar, loopy handwriting, sat untouched on the kitchen counter for three days. Liam avoided looking at it, even as he made coffee, even as he ate the microwaved leftovers that constituted most of his meals.

He knew what it was. He knew what it meant.

He felt a vague, throbbing ache behind his eyes, a familiar signal of the storm brewing within. The sunlight streaming through the window seemed harsh, unwelcome. He poured himself another cup of coffee, the bitter taste doing nothing to alleviate the internal turmoil.

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