The air crackled with unspoken tension. His father, usually the picture of stoic calm, had a muscle twitching in his jaw. His brother, Ben, had informed them he was embracing Rastafarianism. The vibrant colors of the living room, usually a source of comfort, now seemed garish, the artwork on the walls mocking their distress.

He felt a deep churning in his stomach. He focused on the details of the room, on the worn spots on the carpet, trying to anchor himself. He fought the urge to shout, to lash out. He felt like he wanted to punch something.

He rose from his chair, unable to contain his restlessness. "I think I'll go for a walk," he muttered, unable to meet Ben's eye. The front door slammed behind him, a release of the pressure building inside. The fresh air was a welcome relief.

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