The dusty attic, filled with forgotten treasures and the ghosts of their parents' lives, held the answer. Liam and his sister, Chloe, had been instructed to sort through it. Chloe was buzzing with anticipation. She always loved antiques. Liam, however, felt a cold dread as he surveyed the jumbled mess. He knew what he wanted—something to feel, something real.

Chloe had been awarded their parents’ antique shop, a treasure trove of curiosities and heirlooms. It was perfect for her, a world of beautiful objects to covet. Liam found himself in possession of a collection of their father's old journals, filled with cryptic entries and philosophical musings.

He sifted through the pages, feeling the familiar weight in his chest. The journal felt heavy in his hands, reflecting the weight in his heart. The words swam before his eyes. He wished he could feel the shop and the excitement instead of this dull ache.

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