Mark stared at the screen, the cursor blinking mockingly on the password reset page. His teenage daughter, Chloe, had locked him out of her account. He had a sneaking suspicion that what he had found on her phone this morning was only the tip of the iceberg: a second account filled with comments and private messages he would never have permitted.

He leaned back in his chair, the leather creaking under his weight. He felt a throbbing behind his eyes, a tightness in his jaw. He ran a hand through his hair, dislodging several strands. He had always tried to be a good dad, always supportive. Now this.

"Well," he said, the word clipped and laced with resentment, "that's just fantastic." He wanted to scream.

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