The discovery left a bad taste in his mouth. The competing invitation, delivered with brazen disregard for his carefully considered plans, lay on the counter, mocking him. He balled his fists, his muscles coiling tightly. This was not how things were supposed to go.

He abruptly stood and started pacing, his steps heavy and purposeful across the wooden floor. He imagined all his guests, choosing to go to the other party instead. A sense of resentment, sharp and pointed, began to form.

He went to the fridge and threw open the door, then slammed it closed. He knew it was childish, but he didn't care. He found himself looking at the phone, then looking away again. He wanted to call and demand an explanation. But then, what good would that do?

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