The phone buzzed on the table, another text from him. "Be there in 10!" Emily’s jaw clenched. She chewed on the inside of her cheek. Ten minutes. That’s what he had said an hour ago. She felt a tremor of annoyance course through her. She felt like a trapped animal.

She had spent the last hour getting ready, meticulously applying her makeup, choosing the perfect outfit. Now, the anticipation had curdled into something bitter. She had specifically asked him not to be late. The restaurant reservation was in her name, and she hated to be kept waiting.

She grabbed her purse, her fingers digging into the leather. She wanted to leave, right then and there.

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