He walked the halls, the echoes of laughter and conversation now replaced by an overwhelming sense of loss. The classrooms were empty. The library was quiet. The cafeteria was deserted. He found himself wandering in a daze, as if he were suspended between two realities. He ran his hand along the smooth surface of the stone walls, tracing the familiar lines, as if trying to hold onto the memories that were now fading away. A deep sigh escaped his lips.

Emotion: heartbroken

Cluster: Sadness / Despair
PC1 (Valence): -2.60 Negative
PC2 (Disposition): -1.10

Role in Research

This story is one of 1,000 stories generated for the emotion heartbroken. 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 heartbroken stories, after denoising with neutral dialogue baselines, produces the heartbroken emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the heartbroken vector is projected through the unembedding matrix.

Promoted:
😞0.433
S0.385
😔0.359
haunting0.349
😢0.342
Suppressed:
de-0.503
la-0.455
B-0.352
🤓-0.332
!-0.299