The vibrant colors of the design studio, a stark contrast to the sterile environment of the finance department, were meant to be inspiring. But for Mark, the new transfer, they only highlighted the dull ache that had taken up residence in his chest.

He missed the methodical routine of balance sheets and ledgers. He now had to brainstorm "creative concepts". He wanted to scream. He was expected to collaborate and think out loud, a task that now seemed impossible.

He found himself staring out the window, at the bustling street below, a world he felt increasingly disconnected from. His breath caught in his throat. The very thought of opening his mouth to speak felt like climbing a mountain.

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