The apartment was a mess, the curtains drawn, the only light filtering in through a crack in the blinds. Alex lay curled on the sofa, the remote control clutched in his hand, a testament to endless hours of mindless scrolling. The thought of getting up, of facing the day, was a crushing burden. Another message from Chloe, another invitation to dinner. Chloe, always so optimistic, always so…successful.

He forced himself to get ready, the shower water scalding his skin. The restaurant buzzed with chatter, the air thick with the aroma of food. Chloe arrived, her usual radiant self, launching into a story about her demanding role at "Quantum Dynamics." She spoke about meetings, corporate events, and the importance of networking.

As Chloe went to the restroom, Alex noticed the bag tucked under the table, with a worn, embroidered logo. He couldn’t quite make it out. He leaned closer and read it, slowly realizing it said “Local Animal Shelter.”

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