The office air felt thick, suffocating. Ethan leaned back in his chair, the squeak of the cheap plastic a grating counterpoint to the drone of the air conditioner. He'd been trying to focus on his presentation, but the email, the one announcing a half-sister, kept intruding into his thoughts.

He drummed his fingers on the desk, a restless rhythm that mirrored the turmoil inside. This was a disruption, a complication he didn't need. He'd carefully crafted his life, a meticulously ordered existence free from the messy entanglements of family.

He stood, his chair falling backward with a loud crash. He paced his small office, unable to find an escape from his irritation. He needs a break. He needed something, anything, to distract him.

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