The news felt like a physical blow to Liam. He sat frozen in front of his computer, the article detailing the plagiarism of his idol, Beatrice Holloway, displayed on the screen. He felt a sharp pang of hurt. He had always envisioned himself becoming a writer, heavily influenced by Holloway’s style. Now, that dream felt impossible.

He buried his face in his hands, unable to process the betrayal. He’d read all of Holloway’s books, attended her readings, and even written a fan letter. He felt a deep hollowness, a void where admiration and respect had once resided.

Liam finally looked up. He pushed himself away from the computer. His apartment suddenly felt too small, too confining. He needed to get away, to clear his head, but where could he go? He felt utterly lost.

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