The aroma of freshly baked bread wafted through the air, but it did nothing to soothe David. He felt a throbbing sensation behind his eyes. He knew Mrs. Gable had a new oven, a state-of-the-art model. He’d seen the delivery truck. He’d been struggling to pay his electricity bill.

David had been working on a new business idea for months, but the start-up costs felt impossible. The constant reminders of his neighbor's wealth, the subtle flaunting of it, had become unbearable.

He grabbed the remote, flipping through channels without seeing anything. The television screen reflected his own hollow expression. He switched the TV off.

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