The office was already a pressure cooker, and these damn carnations just added to the heat. Sarah tapped her pen on her desk, the rhythmic clicking echoing in the quiet space. The delivery guy, with his cheerful smile, had been utterly useless. "No card, ma'am."

She wanted to scream. She wanted to smash the vase against the wall. She wanted answers. She glared at the flowers. It must be him.

She pushed back from her desk, the chair screeching against the floor. Every breath felt shallow, her vision blurring at the edges. She stood and moved with purpose, grabbing her coat and purse. She wasn't staying. She wasn't going to deal with this.

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