The silence of the house was punctuated only by the rhythmic tick of the grandfather clock. Everything moved in slow motion. Time felt different, stretched and distorted. Liam hadn't bothered to eat all day, and the lack of fuel made him feel even more listless. His sister, Jessica, and her daughter, Maya, were scheduled to visit later. A phone notification chimed; a picture message. A drawing. The subject was a knight in shining armor with a crooked smile. Sir Reginald, Liam's childhood companion.

His heart gave a strange lurch. He remembered their adventures, their shared secret language. A pang of longing sliced through him. He hadn't felt this… this achiness, in a long time. He turned off the lights and sat, watching the shadows dance in the room.

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