The leather of the saddle creaked under David's weight as he adjusted his grip on the reins. He glanced at the paddock where his son, Finn, was attempting to mount the pony. Finn's face was flushed, his small body rigid with determination. David hadn't ridden in weeks. Finn's riding lessons, Finn's endless talk about horses, Finn's constant presence in the stables – it was all overwhelming. David’s own horse, the beautiful chestnut mare he cherished, now felt out of reach. He felt a tightening in his chest. Each time he visited the stable now, he felt like he was trespassing on his own passion. He would have to wait until Finn was finished, of course.

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