Rain lashed against the windowpane, mirroring the storm inside Leo. He hadn't showered in days. The pizza boxes and empty energy drink cans piled up around his desk like monuments to failure. He'd been meticulously crafting his program, a novel coding solution, fueled by the conviction that it was something truly special.

The email popped up, from a name he barely recognized: "Regarding the Alpha Protocol. Urgent meeting." He knew instantly. He could feel the familiar weight in his chest, a leaden cloak he’d been wearing for weeks. The meeting room was clinical, the air devoid of warmth. Across the table sat a woman, her face a mask of polite professionalism, and a screen displaying… his code. Line by line.

He didn't speak. Just stared at the screen, the silence amplifying the thrumming in his ears. He wanted to scream, to lash out, but the energy had vanished, leaving only a hollow ache.

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