He walked the streets, the published article burning a hole in his pocket. The city noise, the laughter of others, felt jarring, discordant. He found himself staring at the ground, each crack in the pavement reflecting the fractured state of his emotions. He kept replaying the events in his mind, trying to understand how it had happened, but finding only a labyrinth of confusion and resentment. He pulled out the article, the words staring back at him, a constant reminder. The weight in his chest was a heavy, suffocating blanket.

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