The air in the breakroom was thick with unspoken tension. Kevin stared at his untouched coffee, the dark liquid swirling in the mug. The news of the acquisition had dropped like a bomb, shattering the fragile peace. He felt a knot in his stomach.

He hadn't enjoyed the job in a long time, but now he suddenly felt a possessiveness over it. He’d learned to navigate the treacherous waters of office politics, surviving the relentless demands. He had seen it as a sign of his growing maturity, as a mark of resilience.

He pushed away from the table, abruptly standing. The thought of confronting his boss made his hands clench into fists. He thought of his colleagues and the uncertainty they all now shared. He knew he'd have a difficult time focusing today.

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