"You were too late," the woman at the bar had said, her words dripping with a condescending pity. Alex took another swig of his whiskey, the harsh liquid burning a path down his throat. His self-adjusting prosthetic hand – the one thing he'd dedicated his life to – was now irrelevant. It was all a moot point.

The bar was filled with raucous laughter, a sound that grated on his nerves. He felt a profound sense of isolation, a chasm separating him from the vibrant life around him. The weight of his unfulfilled ambition settled heavily on his chest, making it hard to breathe.

He stared at his hands, his own flesh and bone, and a deep sense of inadequacy washed over him. All that effort, all that sacrifice, for nothing. He was left with a hollow feeling, a void that seemed impossible to fill.

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