The aroma of lavender potpourri did nothing to soothe the mounting tension. Michael picked up a worn copy of a creative writing assignment. The comments, written in his mother's familiar cursive, seemed to taunt him. "Excellent work, Michael! So proud!"

He tossed the booklet onto the overflowing bed with a dismissive gesture. This wasn’t helping. He was already stressed about his upcoming performance review at work, and now this.

His fists clenched. He stalked around the room, feeling a growing pressure in his temples. He needed an outlet, a way to release the pent-up energy. He started pacing, back and forth, the movement doing little to ease the inner storm.

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