The email arrived like a punch to the gut. “Due to unforeseen circumstances…” the message began. The rest was a blur. He stared at the screen, the cheerful font a cruel joke. He’d meticulously planned every detail, from the playlist to the personalized favors. Now, all that effort felt futile. A dull ache settled behind his eyes.

He closed his laptop, the click echoing in the suddenly silent apartment. His shoulders slumped. He felt an intense urge to be alone. He pulled the blanket over his head, shutting out the world, wanting only to be obscured.

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