The fluorescent lights of the office hummed, a relentless, irritating drone that mirrored the thrumming in Elias's skull. He shuffled towards the break room, the weight of his limbs feeling akin to dragging cinder blocks. The coffee machine spat out a lukewarm, bitter liquid, and he took a sip, the taste doing nothing to rouse him. He was supposed to be training Maya today, his replacement. The thought settled in his stomach, a cold, hard stone.

He found Maya already at his desk, her bright smile a stark contrast to the gray cloud that followed him everywhere. “Morning, Elias!” she chirped. He managed a weak nod, the muscles in his face protesting the effort. He pointed to the computer screen, the manuals, the endless spreadsheets. It all seemed so…pointless.

Later, Maya asked a question, her voice full of genuine interest. Elias stared at the question, searching for the energy to formulate an answer. He saw the impatience flash across Maya's face, quickly concealed. He wished she would just leave. He felt a deep, pervasive weariness that made him want to lie down and never get up again.

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