Rain lashed against the windows of the solicitor's office, mimicking the tempest brewing inside Amelia. She tapped a fingernail against the mahogany desk, the sharp rap echoing the thrum of annoyance in her chest. Her brother, Thomas, was across from her, a picture of placid contentment, as he listened to the solicitor detail the estate. Amelia, however, was receiving nothing but a crumbling farmhouse and a mountain of debt.

“And the art collection?” she asked, her voice tight. The solicitor, a man named Mr. Finch, cleared his throat, adjusting his spectacles.

“That, Miss Amelia, has all been bequeathed to your brother.” Thomas beamed, taking a sip of his tea. A vein pulsed in Amelia’s temple. She clenched her jaw. This was not how it was supposed to go.

The air in the room felt thick, heavy with the weight of her disappointment. She wanted to scream.

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