I walked into the university's counseling center, a place I had always considered to be for other people. The air inside smelled of stale coffee and forced cheerfulness. I sat in a hard chair, the plastic cold against my skin. The accusations swirled in my mind, a relentless tempest. It all felt like a bad dream.

The counselor spoke, offering platitudes and reassurances. I nodded, pretending to listen, but the words bounced off me, meaningless. I couldn't explain how I felt. I couldn’t articulate the vast, empty space that had consumed me. I felt numb.

The walk home felt endless. The sun was blinding, the sounds of the city deafening. I felt like an imposter. I didn’t deserve the sunshine or the life I had. I just wanted to go to bed and stay there forever.

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