The sunlight seemed to mock me, streaming through the window and illuminating the silver locket. My sister, Sarah, perched on the edge of the bed, fiddling with the chain. She’d always been the practical one, the one who saw everything in terms of its monetary value.

“It's just sitting here,” she said, her voice unusually flat. “It could be someone else's treasure.” I felt my face flush.

I ran my hand through my hair. The blood rushed to my ears, making a roaring sound. That locket was the last thing my mother had given me before she left. Her words felt like a physical blow.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212