He watched the little red numbers slowly tick upward, each digit a tiny hammer blow against his composure. The silence was oppressive, broken only by the whirring of the stalled machine. He’d barely spoken to his wife all week. The guilt clung to him, heavy and suffocating.

His stomach clenched, a familiar pain that intensified with each passing minute. He ran a hand through his hair, dislodging a few strands. He let out a long breath, hoping to quell the unease, but it only seemed to make it worse.

"This is ridiculous," his coworker, Sarah, finally said, her voice surprisingly steady. He barely registered it. He felt the sting of tears in his eyes. He quickly blinked them away, ashamed. He felt the world closing in, shrinking around him.

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