The house felt too large, too empty. Emily wandered from room to room, a sense of emptiness echoing inside her. Nothing seemed to hold any interest. Her daughter, Olivia, was starting sixth grade.

She clicked on the school's website, searching for the class lists. When she saw the name "Mr. Peterson," her breath hitched. Her heart began to race. The same Mr. Peterson. The one who'd made her feel inept.

She remembered the feeling of always being behind, the constant pressure to perform. A wave of weariness rolled over her, making her muscles ache. She slumped onto the couch, feeling as though she was being pulled down into the depths.

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