Liam clenched his jaw, the muscles in his face tight. His reflection in the computer screen showed a stranger. He hadn't slept well in days. The magazine feature felt like a betrayal. His essay, once a private exploration of his struggles with his father, was now fodder for a readership seeking guidance.

He reached for the half-empty bottle of whiskey on the nightstand. His throat burned. He used to find solace in writing, but now even that had been tainted. The words felt hollow, a performance rather than self-expression.

He hated the forced positivity of the accompanying editor’s notes. His raw emotions had been neatly packaged, sterilized, and made palatable. He thought about calling his dad, but he couldn't.

Liam slammed his laptop shut, the metallic clang echoing in the silence. He pulled the covers over his head, retreating from the world.

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