The spreadsheet glared back at Amelia, a blinking, accusatory cursor mocking her efforts. She’d been at it for hours, chasing a phantom decimal point that kept throwing the whole thing off. The air in her cubicle was thick with the scent of stale coffee and impending doom. She slammed her fist lightly on the desk, a tiny sound amplified in the otherwise silent office. "It's just…ugh," she muttered under her breath, a knot twisting in her stomach. Then, across the room, she heard Mark, her coworker, whistling a familiar tune. "Is that…'Campfire Song'?" she asked, her voice tight.

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