Her jaw clenched as she slammed the door to the office, the click echoing in the otherwise empty hallway. Another day, another round of office politics and petty squabbles. The pressure to succeed, the endless demands, were a vise around her chest.

She hurried to the used bookstore, seeking a place to hide. She grabbed a random book, “A Tale of Two Cities,” hoping to escape. She found a worn, comfortable chair, and let out a sigh.

As she flipped through the pages, her hand brushed against something unexpected. A small, neatly folded piece of paper, its edges slightly frayed, drifted to her lap.

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