He had always dreamt of being a professor, of walking the halls of this college, of shaping young minds. The closing announcement felt like a personal betrayal. Mr. Peterson sat at his desk, staring at the empty space where his students usually gathered.

He picked up a pen, then put it down, unable to focus. The stacks of papers he was used to enjoying now seemed like weights. He felt a deep sense of loss, a hollow echo in his chest.

The silence of his office amplified his thoughts. He leaned back in his chair and closed his eyes. His future, his purpose, had been snatched away.

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