The vibrant colors of the festival, once a source of joy, now felt like a cruel mockery. A package arrived, its contents a weighty letter, from the childhood friend who, years ago, had spread cruel rumors about her.

She barely touched the letter, her hand hovering over the surface. The thought of reading it, of confronting the past, made her heart pound erratically. She felt a knot in her throat, making it difficult to swallow.

After an hour, she reluctantly tore it open. The words, filled with a contrite acknowledgment of wrongdoing, were a slap in the face. She felt a surge of anger, a hot wave rising from her stomach.

She walked to the window, the boisterous sounds of the carnival fading in comparison to the turmoil in her chest. She stood there for a long time, numb and immobile.

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