The news felt like a physical blow. James stared at the results, his vision blurring. He had always known about his adoption, but this, this was different. He was no longer connected to the family he loved. The realization cracked open a chasm within him.

He went to his childhood bedroom, the room that had always offered comfort. Now, it felt foreign. He ran his hand over the familiar furniture, the posters on the wall. The items that once evoked warmth now felt like strangers.

He sat on his bed, the springs creaking under his weight. The silence in the room was deafening. He felt a deep, pervasive sense of loss, like a missing piece that could never be found. He felt his face heat up, tears pricking at his eyes.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

This story is one of 1,000 stories generated for the emotion sad. 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 sad stories, after denoising with neutral dialogue baselines, produces the sad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the sad vector is projected through the unembedding matrix.

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322