β€œIt’s not fair,” Michael mumbled, his voice barely a whisper. He sat slumped on the park bench, the newspaper clutched in his trembling hands. The crisp autumn air offered no relief. His carefully crafted analysis of the election, the culmination of weeks of work, had been published under a name he didn't recognize. The world seemed to tilt slightly, the familiar sights of the park becoming distorted. He wanted to shout, to rage, but the words caught in his throat, a silent scream trapped within. He felt utterly depleted, emptied of all energy.

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
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322