The sunlight was too bright, making Emily squint as she rummaged through the clutter in the garage. Her shoulders ached, and the world seemed to tilt at an unsettling angle. She’d been avoiding this task, her grandfather's belongings. It felt like a betrayal to her own inaction, to have to put away everything that defined him.

She unearthed a box labeled "Miscellaneous." Inside, amongst rusty tools and forgotten trinkets, was a letter. A draft. Her grandfather’s resignation letter from his beloved teaching position. It was almost illegible, the ink faded, but the words still conveyed a sense of resignation. “...the joy in the craft now diminished…,” she read, her throat tightening.

She closed her eyes, imagining him, the man who had always seemed so strong, so vibrant, now reduced to this. A hollow ache bloomed in her chest, mirroring the loss she was experiencing.

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