Liam ran a hand through his hair, leaving it a tangled mess. The basketball bounced silently in the empty driveway, each thud a dull throb in his chest. He had poured every ounce of his being into this season. The countless hours, the grueling drills, the sacrifices… all for naught. The silence of the court was suffocating, the absence of cheers deafening. He considered the invitation to the post-tryout pizza party, and immediately dismissed it. He couldn't face the forced smiles, the pats on the back that felt like a slap. He just wanted to disappear.

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