"So, you get the beach house?" Maya asked, her voice laced with a genuine excitement that grated on Ethan. He barely nodded, staring out at the rain-streaked window. The inheritance reading had been brutal for him. Maya had received the beach house, the vibrant heart of their childhood summers. Ethan? A trust fund, a safety net, but one that felt like a cage.

He wanted the smell of salt and sunscreen, the feel of sand between his toes. He wanted to watch the sun dip below the horizon, but he felt like he was unable to move.

He sat on the uncomfortable, worn couch. The sunlight was a dull smear outside, mirroring his mood. He felt heavy, anchored to the spot. The world was a vast ocean, and he was a small boat, adrift and without a sail. He watched Maya unpack, a happy lightness in her movements. Ethan envied her everything.

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