He could see the yacht from his small apartment window. He watched it bobbing gently in the marina, its white paint gleaming in the afternoon sun. He took a long drag from his cigarette, the smoke clouding his vision. He knew Mr. Evans, his neighbor, was on that boat. He’d seen him heading out early that morning.

The cigarette tasted like ash. He stubbed it out angrily in the ashtray, the cheap ceramic cracking under the pressure. Every time he went to the grocery store, he was reminded of the disparity. Mr. Evans had a new watch every month.

His rent was due next week. The thought was a physical punch to the gut. The boat, the yacht, the endless possibilities that lay just out of reach, became a palpable, mocking presence.

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