The house was a mess, mirroring the disarray within her. Everything felt like an effort, even breathing. Olivia couldn't remember the last time she had felt any genuine joy. The days bled into one another, a monotonous cycle of emptiness. She found a letter on the kitchen table. It was from a law firm, a letter that confirmed her greatest fear: that the father she loved was not her biological father. And that she had a sister. She wanted to scream. She crumpled the paper in her hand and closed her eyes.

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