He stared out the window, the half-eaten bowl of cereal growing soggy on the table. The steam from his forgotten coffee had long since dissipated. His mind felt like a vast, echoing cavern. His car, a rusty blue sedan, was his last connection to the outside world, to a life beyond the confines of his apartment.

Now, there was only a patch of empty concrete where it used to reside. A feeling like lead settled in his stomach. He’d barely the energy to shower, let alone deal with this. The world felt muffled, distant, as if viewed through thick glass.

He knew he should call the towing company. He knew he should find out why. But the thought of making a phone call, of interacting with anyone, filled him with a bone-deep weariness.

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
每倩0.353
无法0.330
own0.311
πŸ˜”0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307