The workshop was a mess, tools scattered across the floor, half-finished projects strewn across the workbench. His automated dog-walking device was already done, patented by someone else, making his efforts futile. He felt a deep sense of weariness, a profound sense of hopelessness.

He slumped onto a stool, the wood cold against his skin. His stomach twisted with a gnawing emptiness. The vibrant colors of the room seemed muted, everything tinged with a gray haze. He hadn't slept properly in days. The thought of trying again was a burden too heavy to bear.

The future he’d envisioned – the recognition, the success – had vanished, replaced by an overwhelming sense of loss. He stared at his hands, calloused and worn, the tools of his trade now useless. A wave of exhaustion washed over him, a feeling of utter defeat.

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