The air conditioning hummed, a monotonous drone in the otherwise quiet office. David sat hunched over his desk, chewing on the end of his pen. He kept re-writing the first line of the speech, discarding each attempt with a frustrated sigh. His father’s career, the milestones, the accomplishments – it all seemed to shrink under the harsh glare of the task at hand. He felt a throbbing ache behind his eyes, a dull pressure building with each minute spent struggling.

He swiveled in his chair, staring out the window, the city lights blurring into an indistinct haze.

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