A vein throbbed in Michael’s temple. He kept re-reading the numbers on the screen, as if the reality would somehow change. How could Chloe, with her breezy confidence and tendency to show up late, be making more than him? He'd consistently exceeded expectations, secured the biggest client of the quarter, even mentored her!

He slammed his fist softly on the desk, a small sound in the otherwise quiet office. He thought about the rent, the bills piling up, the holiday he had to postpone. He had sacrificed and strived.

A hollow ache started to spread through his stomach. He stood up, shoving his chair back with a scrape against the floor. He felt a need to walk. To do anything besides be here.

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