“Next!” The gruff voice of the clerk snapped Clara from her reverie. She hadn’t expected to see anything worth her time in this dingy place, but she was desperate for a distraction from the heavy cloud that settled over her heart lately.

Then she spotted it, nestled amongst the other jewelry. The ring, radiant and unmistakable. Her grandmother's. The one she’d always treasured. A wave of conflicting emotions, a mix of nostalgia and grief, threatened to overwhelm her.

She swallowed hard, a sudden dryness gripping her throat. The diamond seemed to taunt her with its brilliance, a stark contrast to the darkness that had invaded her life. Her voice was a croak when she finally managed to ask about it. The clerk simply shrugged, a dismissive gesture that only intensified her isolation.

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