The silence of the empty house pressed in on her, a constant reminder of the loss she carried. Mrs. Peterson traced the outline of a photograph, her fingers lingering on the smiling faces of her children, long gone from home. The ache in her chest was a constant companion, a heavy burden she was unsure how to carry. She wandered from room to room, the echoes of laughter a bittersweet memory.

A courier arrived, bearing a carefully crafted memory box. Inside, nestled amongst soft velvet, were small, hand-painted rocks. Each rock represented a cherished memory from her students' past. Accompanying them was a note that read, "To remember all the joy you gave. You were a rock for us, Mrs. Peterson." The delicate gesture brought a rush of emotion, followed by a quiet sense of comfort.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229