"So, you're the new face in HR," a woman chirped, her voice too bright. Michael barely managed a weak smile. He’d barely slept since he learned of the move. He'd woken up with a thudding headache, the world seeming to press in on him.

His desk in Engineering had been his sanctuary. Gears and blueprints, a comforting language of precision. Now he was supposed to navigate the murky waters of employee relations, a job requiring interaction. He longed to be back among the metal and the logic.

His new office was small and cramped, the walls a nauseating shade of beige. He rubbed his temples, the pressure building. He felt utterly adrift, a small boat tossed on a vast, unforgiving ocean. He wanted to scream.

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
每倩0.353
无法0.330
own0.311
πŸ˜”0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307