Rain hammered against the windowpane, mirroring the relentless drumming in Eleanor’s head. She stared at the ceiling, unseeing, a stale cup of tea cold on the bedside table. Liam was gone, out on a bike ride, and the silence in the apartment was a suffocating blanket. She dragged herself out of bed, the effort exhausting, and started aimlessly wandering. That’s when she saw it – tucked away in the back of his sock drawer: a worn leather-bound notebook. Curiosity, a dull ache she hadn't felt in weeks, stirred.

Her fingers trembled as she flipped open the cover. "Things To Do Before I Die," it read in Liam's neat handwriting. A cold wave washed over her as she scanned the list: *Learn to surf. Climb a mountain. Write a novel.* Suddenly, the vibrant life she knew him to possess, a life she felt disconnected from, shone with a cruel, painful clarity.

She remembered his earlier excitement that morning, talking about the upcoming cycling trip. Now, the image of him, laughing and energetic, felt like a scene from a forgotten dream. Looking at the list, she felt a terrible sense of isolation, as if he lived in a world she couldn’t even glimpse.

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