The apartment felt like a tomb. Empty takeout containers and crumpled tissues littered the coffee table, a testament to days spent curled on the sofa, lost in the hollow echo of silence. Mark hadn’t showered in three days. He just existed, a shadow moving through the rooms. He was supposed to be happy. He and Daniel were supposed to be building a life. One morning, he noticed a new notebook on Daniel’s desk, its pages filled with neat handwriting. He flipped it open, his breath catching in his throat as he recognized his own routine – the listlessness, the vacant stares, the quiet desperation that had become his daily companion. He read a scene where the protagonist, clearly him, was portrayed as a burden.

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