The sun, unfiltered by curtains, pierced through the window, making the dust motes dance in agonizing clarity. He rubbed his eyes, trying to clear the lingering haze that had settled over him, in both the physical and the mental senses. Arthur knew he should be doing something, anything. But the thought of even walking to the kitchen, let alone packing boxes, felt like scaling a mountain.

He found it, of course, in the back of the closet, tucked away with old blankets: a box labeled “Arthur’s School Days.” Inside, a chronological museum of his academic career. A faded book report on *Moby Dick*, his handwriting cramped and anxious.

He sank into a chair, his shoulders slumped. The enormity of it all crashed over him. This… this was everything, and it was nothing. He let out a long, shuddering sigh.

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