"The lighthouse, Miss Iris, is now your brother's," the woman at the desk announced. Iris's shoulders slumped. She'd always loved the lighthouse, the way the beam cut through the darkness. It was a symbol of her family, their history. However, her brother, George, had inherited it. She, in contrast, was given a box of old photographs and a collection of nautical charts.

She picked at a loose thread on her sleeve. The room felt stifling, the air too close. She wanted to bolt, to run until her lungs burned. What right did he have?

She stood up abruptly, knocking over her chair.

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