The tiny, cramped apartment felt like a cage. Sarah paced, the worn floorboards creaking under her feet. Her grandmother, the woman who had raised her, had always been a beacon of strength and independence. Now, she was gone, and Sarah was sorting through her belongings, trying to piece together the life she'd never truly known.

She held a photograph, her fingers tracing the faded edges. It showed her grandmother, young and radiant, arm-in-arm with a man… a man who wasn't her grandfather. He was a scoundrel by all accounts, a charming rogue who had broken her heart before marrying a wealthy woman. Sarah squeezed the picture tightly.

"Unbelievable," she murmured, the word laced with something akin to fury. The carefully constructed myth of her grandmother's strength now seemed like a carefully crafted facade, a defense against a past she never spoke about. Her heart hammered against her ribs.

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