The air in Mr. Ramirez’s apartment felt stale, thick with unspoken thoughts. He spent most of his time in his armchair, staring at the television, the noise a dull background to the silence within him. Getting dressed for work felt like a monumental task. The energy to get through the day felt like it was gone.

A package arrived, addressed in a familiar, sprawling handwriting. Inside, wrapped in colorful tissue paper, was a collection of his favorite books, a well-loved copy of *One Hundred Years of Solitude* on top. A small, wooden bookmark, carved with a simple design, rested within the pages. A note was tucked inside: "Thanks for sharing your stories, Mr. Ramirez. - David.” He breathed in deeply, the scent of the old books bringing a flicker of comfort.

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