The banging seemed to echo in his skull. He hadn't bothered to get out of bed, not all day. The mattress felt like a bog, pulling him down, down. He felt a profound weariness, a deep, bone-deep tiredness that made the simplest act feel like a monumental effort. He heard the hammering again.

He could hear the hammering from his bed. He imagined the neighbor's house taking shape, transforming, and he felt like he was still stuck in the same place. He ran a hand through his hair, the tangled strands a reflection of his own inner turmoil.

He closed his eyes. Perhaps, if he wished hard enough, the noise would cease. Or, perhaps, he would. He lay there, listening to the cacophony outside. Nothing was changing. Nothing would.

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