"Condos," David scoffed, reading the email. He slammed his laptop shut, the abrupt action making his coffee slosh onto his desk. He wiped up the mess with unnecessary force. He felt his throat tighten.

He'd been planning on staying put. The rent was a steal, the commute was short. Now, he'd be forced into a market he couldn't afford. A wave of nausea washed over him. He felt as though someone had punched him in the gut.

He grabbed his keys, and stalked out of his apartment, the metal digging into his palm. He needed to get away, to clear his head, but where? Everywhere he looked, there seemed to be new construction.

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