The tremor in Leo’s hands was almost comical as he held the framed photograph. The picture of Chloe, beaming in a crisp white lab coat, taken at a "scientific conference." It was all a lie. He'd just seen her, wearing a hairnet and apron, working in a donut factory.

His stomach lurched, a cold, heavy weight settling in the pit. He sank onto the edge of his bed, the photo clutched in his sweaty hand. He thought of all the times he’d deferred to her, the way he'd felt in awe of her "groundbreaking research." He felt a profound sense of foolishness wash over 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