Michael slammed the door behind him, the sound echoing through his empty apartment. He slumped against it, his body heavy, his spirit deflated. His parents had been so secretive, so distant, and now it made sense: there was someone else.

He ran a hand across his forehead, trying to clear his thoughts. The apartment felt suffocating, and the silence was deafening. He considered going out, but the thought of seeing people, of pretending to be okay, was unbearable. He turned away from the door and walked to the kitchen, where he poured himself a glass of whiskey.

The amber liquid did little to ease the tension in his muscles. He stared at the ceiling, replaying the conversation in his head, each word a fresh wound.

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