He ripped open the envelope, the paper tearing raggedly at the edges. A bead of sweat trickled down his temple, despite the cool air conditioning in his office. David crumpled the invitation in his hand, the crinkling sound grating on his ears. Twenty years. Two decades since he'd last seen those faces, and what had he to show for it? Nothing much, really.

He tossed the crumpled paper into the overflowing trash bin, the action a small explosion of defiance. His gaze fell upon the neatly organized stacks of paperwork on his desk. He felt the familiar surge of... annoyance. The endless cycle of meetings, deadlines, and the crushing weight of unmet expectations. He ran a hand through his thinning hair, a silent sigh escaping his lips.

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