Michael yanked his tie loose, the knot suddenly feeling like a noose. The email, with its cheerful corporate font, had announced the acquisition. He'd been expecting the news, of course, but that didn't make the reality any easier to swallow. His stomach churned, a familiar feeling of unease.

He pushed back from his desk, the chair screeching on the carpet. Everything, it seemed, was designed to irritate him today. The fluorescent lights buzzed overhead, a constant, annoying hum. He stalked towards the window, staring out at the cityscape.

His hands clenched into fists at his sides. He had envisioned himself moving up the ranks, a respectable career at a company that felt like home. Now, everything was uncertain. His future hung precariously in the balance.

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